Learn how to use the Microsoft Docker extension for Visual Studio Code to make your Docker development more efficient.
Learn how to use the Microsoft Docker extension for Visual Studio Code to make your Docker development more efficient.
Jeff Fritz is preparing for .NET Conf - a 3-day online conference scheduled in November, considiing with the release of .NET 7. He talks about the content of the conference, what goes into putting it on, and how you can get involved.
Monday evening at the City Winery, they delighted the audience for two hours, moving seamlessly from jump blues to boogie-woogie to rock & roll to slow burn songs like Charles Brown's "Black Night" to funky songs like their 1980s song "Wrap It Up".
The band formed nearly five decades ago in Austin, TX. Lead vocalist Kim Wilson remains the only constant member, but the current lineup still brings strong energy and technical chops to their performance. Bob Welsh's energetic solo on "Slow Down" - a Larry Williams song made famous by The Beatles - was outstanding, as were Jerry Weldon's saxophone solos and Dean Shot's guitar solos on multiple songs.
In all those years, their only US Top-40 hit was "Tuff Enuff", which peaked at Number 10 in 1986 and which they played as the penultimate song of the evening. But the group continued to tour, and it is their live performances that drive the band and their fans. I saw them at a festival in Detroit in 1989 with Jimmie Vaughn on guitar. The names and faces have changed but the energy remains high.
The club Monday night was barely half full, but those who attended enjoyed it. A couple at the table next to mine appeared to be in their 70s or 80s but spent much of the evening dancing.
The show's opening was delayed as Weldon had trouble locating the microphone for his sax; but it closed with a strong harmonica solo by Wilson that brought the audience to its feet.
Thursday night at City Winery, Day appeared on stage with only a guitar and a few switches at his feet. Frequently, he would record his voice or his guitar playing or the sound of him tapping on the exterior of his instrument; then, play back these recordings on a loop to create rich layers of music. At times, he would enhance the playback with a bit of reverb. We heard musical arrangements and harmony vocals as if he were not alone on stage.
Between songs, Howie chatted casually with the audience about his life and his music. He introduced the song "Disco" by telling us he recorded it in his parents' basement "which sounds sad, but I was seventeen at the time". He sang an alternate country music version of his song "Be There", entitled "Beer There", complete with a southern twang.
Highlights included "Be There", "Tree Tops", "Longest Night", and his biggest hit "Collide". Nearly every song was an original, but he mixed in U2's "One" and opened his encore set with Crowded House's "Don't Dream It's Over".
It was a show filled with more energy than one would expect from a singer/songwriter who specializes in ballads and love songs.
I have never seen anything quite like a Howie Day performance. I have seen many musicians backed by drum machines or pre-recorded instruments and I have even seen a few record a brief snippet before playing on loop as their own accompaniment; but I have never seen a musician layer so many levels of music simultaneously and create such a rich sound as I witnessed Thursday evening.
Michael Mishal describes how reinforcement learning can use rewards to solve complex artificial intelligence problems.
Today I am grateful for all the good things about the United States and for the freedom to express my opinions on the bad things about it
Today I am grateful to watch fireworks displays around the city from my balcony.
Today I am grateful for groceries delivered to my door.
Today I am grateful to sleep much of yesterday while recovering and still be able to sleep last night
Today I am grateful to the friend who gave me a bunch of really nice furniture yesterday.
Today I am grateful to those who care about my health
Today I am grateful for a call from my brother and sister-in-law in Australia yesterday.
Today I am grateful to finally test negative for COVID
Today I am grateful for:
- a kickoff to the Fiscal Year with others in my organization
- having Zoe stay with me for a couple weeks
Today I am grateful for:
-my first visit to Nebraska
-hanging out last night with the Nebraska.Code speakers
Today I am grateful to deliver a keynote presentation at the Nebraska.Code conference yesterday
Today I am grateful to Ken and the organizers and volunteers that made Nebrasa.Code a great success!
Today I am grateful to see the Nitty Gritty Dirt Band in concert last night
Today I am grateful to go bike riding this weekend for the first time since getting sick weeks ago.
Today I am grateful:
- for dinner last night with Chris and his family
- to see an entertaining David Gray concert last night
Today I am grateful:
- to attend the Microsoft Inspire event with partners at the Aon Center yesterday
- for drinks and jazz with Thad last night
Today I am grateful for an unexpected visit from my son this week
Today I am grateful for 75 years of marriage for my Uncle Bill and Aunt Jean.
Today I am grateful for my first visit to the South Loop Farmers Market at Grant Park
Today I am grateful to see the Psychedelic Furs in concert last night.
Today I am grateful to catch up on sleep yesterday and last night.
Today I am grateful to work with my trainer this morning for the first time since I became sick last month.
Today I am grateful for online training resources.
Today I am grateful for an ice cream social at the Aon Center yesterday.
Today I am grateful to experience Teatro Zinzanni last night in Chicago
Today I am grateful for my first visit to Second City in years.
Today I am grateful that my lingering COVID symptoms are nearly gone
Today I am grateful for a new (to me) kitchen table - the first one I have owned in over 8 years!
Today I am grateful to see the Jim Irsay collection and band at Navy Pier last night
Today I am grateful for dinner with a bunch of Microsoft folks in downtown Chicago last night.
Today I am grateful:
-to co-lead a Diversity & Inclusion workshop yesterday morning
-to attend the Windy City Smokeout with Josh yesterday afternoon
-to see Howie Day in concert last night
Today I am grateful for a return to Grand Rapids, MI for the first time in years.
Today I am grateful to speak at an excellent Beer City Code conference yesterday.
Thursday night at the Cambria Hotel in Chicago's Theater District, I experienced Teatro ZinZanni, which combined all of these into a single evening performance.
I had heard good things about this show but an announcement that it would close in two days was the motivation I needed to buy Friday evening tickets.
At center stage was a cross-dressed oversexed giantess, who shamelessly teased and flirted with the audience, driving the show forward. He/she was funny and crass and over the top.
In between these, cast members ran among the tables in elaborate costumes interacting with the audience.
In between these, we enjoyed a very good dinner.
I did not know what to expect, but the show entertained us greatly.
Teatro ZinZanni has left Chicago to begin a run on the west coast. But the theater will reopen with Cafe Zazou in September. I think I know what to expect from this show.
But who knows?
Docker containers are stateless by default, which means that, when one is destroyed, all data created after the container is lost. However, you can get around this limitation by attaching a volume to your container. This video shows you how to create and manage Docker volumes.
To access an Azure Key Vault secret from your code, you must register your key vault as an application.
The steps are:
First, you need to create a Key Vault in which to store your secrets. For instructions on how to create a Key Vault, see this article.
After creating a Key Vault, register the Key Vault with Azure Active Directory.
This article shows how to do this.
For our purposes, the most important pieces of information from the Application Registration are the Application ID, which is sometimes called the Client ID.
You can find this on the Azure Active Directory "App registrations" blade. Search for your App Registration by name, as shown in Fig. 1.
Record the Display name, the Application (client) ID) and the Directory (tenant) ID. You will need these later.
Next, you will need to create a Client Secret within your Application Registration.
Within the App Registration, click the [Certificates & secrets] button (Fig. 2) to open the "Certificates & secrets" blade, as shown in Fig. 3
To create a Client Secret, select the "Client secrets" tab and click the [New client secret] button (Fig. 4) to open the "Add a client secret" dialogue, as shown in Fig. 5.
At the "Description" field, enter a description of the secret (e.g., for which application are we generating a secret).
At the "Expires" dropdown, select how soon this secret will expire, requiring you to generate a new one.
When you finish completing the dialogue, click the [Add] button (Fig. 6) to return to the Application Registration" page, as shown in Fig. 7.
Your newly created secret will display in the list on the "Client secrets" tab. Copy and save the "Value" column. After you navigate away from this page, you will no longer be able to view the Value.
An Access Policy tells Azure which users, applications, and services have access to Azure Key Vault and what actions they can take on the information stored in Key Vault. After you have registered the application, you will need to create an Access Policy in Azure Key Vault, providing the Application Registration access to the key vault.
To add an Azure Key Vault Access Policy, navigate to the Azure Portal, log in, and open the Azure Key Vault, as shown in Fig. 2.
Click the [Access policies] button (Fig. 3) in the left menu to display the "Access Policies" blade, as shown in Fig. 4.
Click the [Add Access Policy] button (Fig. 5) to display the "Add access policy" dialogue, as shown in Fig. 6.
This dialogue provides a number of templates which preselect permissions to access and manage keys, secrets, and certificates in this Azure Key Vault. If you like, you can select one of these, as shown in Fig. 7.
Alternatively, you can specify each permission explicitly for keys, secrets, and certificates in this key vault. Fig. 8 shows how to select all permissions for managing secrets, which I will do for this demo.
When you have selected all the desired permissions, click the [Add] button (Fig. 8) to return to the "Add access policy" dialogue.
The next step is to give these permissions to the Application Registration. Click the link next to "Select principal" to open the "Principal" dialogue, as shown in Fig. 9.
Search for the Application Registration by display name, select the Registration from the list, as shown in Fig. 10 and click the [Select] button to close the "Principal" dialogue and return to the "Add Access Policy" dialogue, as shown in Fig. 11.
Finally, click the [Save] button (Fig. 12) to close the "Principal" dialogue and return to the "Access Policies" blade, as shown in Fig. 13. You will lose your changes if you fail to click the [Save] button before navigating
The sample application below uses the DefaultAzureCredential class to authenticate the user. This class pulls information from the following environment variables:
The values for each of these fields were acquired in the steps above.
In a .NET Core application, the following NuGet packages assist you when working with Azure Key Vault.
Create a new Console Application in Visual Studio and install the Azure.Security.KeyVault.Secrets and Azure.Identity NuGet packages.
As stated above, we can use the DefaultAzureCredential class to represent the principal used to make calls to our Azure Key Vault and the information (AZURE_CLIENT_ID, AZURE_CLIENT_SECRET, and AZURE_TENANT_ID) are stored in environment variables.
We create a DefaultAzureCredential object with the following code:
Then, we use this object to create a SecretClient object, as in the code below.
The SecretClient object provides methods to access and manage our Key Vault secrets.
For instance, we can get information about all the secrets in our Key
The following code retrieves information on all secrets in the Key Vault and lists the name, value, and content type of each
Other SecretClient methods allow us to get, set, or delete a Secret, as shown in the following code snippets:
By default, Azure Key Vault supports soft delete, meaning that a deleted object can be retrieved for a given period after deletion (90 days, by default).
To permanently delete a secret prior to this, we can issue a purge command after the soft delete has completed. We can determine when the soft delete has completed by querying the Boolean DeleteSecretOperation.HasCompleted property.
Below is the full code of a .NET Core Console application
You can find the code here.
NOTE: Visual Studio reads Environment Variables on launch, so it may be necessary to restart Visual Studio after you set the environment variables.
In this article, you learned how to create a Key Vault and manage its secrets from a .NET Console application.
Security Advocate James McKee describes how we can increase cybersecurity by building security into the application development process.
"The Fires of Heaven" is Robert Jordan's fifth book in "The Wheel of Time" series. Despite a plethora of characters introduced in the first four novels, this book is very much the story of Rand al'Thor. Rand is the Dragon Reborn, the foretold reincarnation of Lews Therin Telamon - a warrior king from thousands of years ago, who is destined to lead the forces of light against those of darkness in the upcoming final battle. Rand gathers and command his armies, battles dark friends, and feels his sanity slipping away as Lews Therin's thought intrude upon his mind.
Jordan is often criticized (sometimes by me) for the slow pace of the series. But the passage of time makes Rand's gradual transformation from naive shepherd to warrior king more plausible.
Two other characters grow considerably in this volume: Mat tries to run from his responsibilities but repeatedly rises to the challenges set before him; and Morgaine sacrifices her pride and more to do what is right.
Other significant developments in TFOH:
Perrin is notably missing from this book - presumably resting from his heroic actions in the previous novel and celebrating his honeymoon.
The action accelerates near the end of this book: major characters are killed, and others seek vengeance against their murderers. The switching perspectives in the final chapters show the same action from different points of view, giving a frantic pace to the narration.
"The Fires of Heaven" starts slowly but is saved by a strong finish.
Some things stay the same and sometimes that is a very good thing. Brothers Richard and Tim Butler formed The Psychedelic Furs in the late 1970s and they form the core of the band today. Saxophonist Mars Williams joined in 1983 and remains with the band.
Saturday night, they were joined by Amanda Kramer (keyboards), Rich Good (guitar), and Zack Alford (drums) to the delight of thousands of fans at the Aragon Ballroom in Chicago's Uptown neighborhood.
The evening began with a set by LA-based band X, a group I remember from my college days in the early 1980s. Back then, they were primarily a punk band, but they showed greater range on this night than I remember from their LPs in my dorm room. In addition to their earlier hardcore music, we heard a mix of rockabilly and alternative rock. X maintained even more consistency over the decades than the Furs. Their founding members - D. J. Bonebrake, Exene Cervenka, John Doe, and Billy Zoom still perform together and still know how to rock hard.
Listening to X primed the audience for The Psychedelic Furs, who opened by launching into the frantic "Mr. Jones", which got the crowd bouncing. Of course, the biggest cheers came when they played their biggest hits, such as "Pretty in Pink", "Love My Way", "Heaven", and "Heartbreak Beat". These songs were recorded and released in the 1980s, but they sound fresh today. Vocalist Richard Butler's voice remains unchanged over the decades and the rest of the band retains a high energy when playing these songs for the thousandth time. Thanks in large part to Richard’s vocals, the live performance retains the technical quality of their recording sessions.
The Psychedelic Furs were part of a strong group of British synthpop bands that emerged after the punk movement of the 1970s. They have had more staying power than most of their peers, thanks to strong melodies and arrangements and a commitment to touring for the past decades.
We nearly saw a second show when an unstable patron tripped and fell, knocking heads with a woman in the front row of the balcony, nearly sending both of them over the railing. Thankfully, no one was seriously injured.
And no one went home disappointed from this excellent, high-energy show.
Registering an application in Azure Active Directory (AAD) allows the Microsoft Identity Platform to manage access to that application. Registration establishes trust between the application and the client.
To register an application, navigate to the Azure Portal, log in, and select the [Azure Active Directory] button (Fig. 1) in the left menu (or search for Azure Active Directory in the search box at the top of the portal.
The Azure Active Directory "Overview" blade displays, as shown in Fig. 2.
Click the [App registrations] button (Fig. 3) in the left menu to display the "App registrations" blade, as shown in Fig. 4.
Click the [New registration] button (Fig. 5) to display the "Register an application" dialogue, as shown in Fig. 6.
At the "Name" field, enter a name for this registration. If I am registering one application, I like to include the name of that application, followed by "AppReg". Whatever you choose, it should be easily identifiable, so you can pick it out of a list of app registrations.
At the "Supported account types" prompt, select the appropriate radio button depending on where the login accounts of the client reside. You can accept logins from only the current Azure Active Directory, from this and other Active Directories, from Active Directories plus non-AAD Microsoft accounts, and only from non-AAD Microsoft accounts.
The "Redirect URI" section is optional. It is most useful in web applications to indicate to which page the system redirects a user after a successful authentication. If you are unsure, you can leave this empty and configure it later.
The "Service Tree ID" field is only relevant if you are using the Microsoft Service Tree service, which allows you to relate multiple apps and services, making them more easily searchable by your users.
If you have a Service Tree account, enter the ID in this field.
After completing the dialogue, click the [Register] button to register the application. It typically takes less than a minute to register an application.
After the registration is complete, the app registration page displays, as shown in Fig. 7.
The next steps depend on the type of application you are registering. I will cover some scenarios in future articles; but you can get a head start by clicking the appropriate link under "Build your application with the Microsoft identity platform".
Azure Key Vault is an ideal place to securely store, manage, and retrieve secrets used by your application or service.
A secret is a name/value pair in which the value is any string or serialized object of length up to 25k bytes. We retrieve a secret's value by its name. Secret values are encrypted by default.
In this article, I will show how to add a secret to a Key Vault.
Navigate to the Azure Portal, sign in, and open the Azure Key Vault. If you do not have a Key Vault, see this article, for instructions on how to create one.
The Key Vault "Overview" blade displays, as shown in Fig. 1
Click the [Secrets] button (Fig. 2) in the left menu to display the "Secrets" blade, as shown in Fig. 3
On the "Secrets" blade, click the [Generate/Import] button (Fig. 4) to display the "Create a secret" dialog, as shown in Fig. 5.
At the "Uploads" dropdown, select "Manual".
At the "Name" field, enter a name for your secret.
At the "Value" field, enter the value of your secret. This can be any string. It will not display as you type.
Optionally, you can select a range in which the secret is valid. To do so, select either or both of the checkboxes ("Set activation date" and "End activation date"). Fields will display, allowing you to enter the date, time, and time zone for the earliest and/or latest time that the secret can be accessed.
If you do not want to make the secret available yet, but have not yet decided on which date it will be available, you can toggle the "Enabled" switch to "No" and change it to "Yes" when you decide the secret should be available.
If you wish, you can add one or more tags to the secret. Tags are name/value pairs that provide metadata for an Azure resource. They don’t affect the resource, but they can be useful when grouping them together on reports – for determining which resources belong to which departments, for example.
After completing this dialog, click the [Create] button (Fig. 6) to add the Secret to the Key Vault. The "Secrets" blade will display again with the newly-added secret listed, as shown in Fig. 7.
You can now use this secret in code or in a variety of Azure services.
Azure Key Vault is a service that provides a secure way to store and manage secrets, encryption keys, and certificates.
You can access it through the portal, via PowerShell or Azure CLI, and using a variety of SDKs.
Before using this service, you must first create an Azure Key Vault in your subscription. This article describes how to do this.
Navigate to the Azure Portal and sign in.
Click the [Create a resource] button (Fig. 1); then, search for and select "Key Vault", as shown in Fig. 2.
A description of the Azure Key Vault displays, as shown in Fig. 3.
Click the [Create] button to begin the creation process. The "Create a Key Vault" blade displays with the "Basics" tab selected, as shown in Fig. 4
At the "Subscription" dropdown, select the subscription in which you want to store this Key Vault. Most users will have only one subscription.
At the "Resource group" field either select an existing resource group or create a new one for this Key Vault.
At the "Key vault name" field, enter a unique name for this Key Vault.
At the Region, select an Azure region into which to deploy this Key Vault. It should be physically close to the services and applications that will access it.
At the "Pricing Tier" prompt, select either "Standard" or "Premium". The main difference is that the Premium tier supports keys protected by a Hardware Security Model (HSM).
When a Key Vault is deleted, Azure retains it for a period before permanently "purging" it in case you wish to restore the Key Vault. This is known as a "soft delete". In the "Recover options" section, you can set the number of days between the deletion and the permanent purge. You can also use the radio buttons to allow or disallow authorized users to manually purge a key vault before the retention period ends.
To create a Key Vault, it is only necessary to complete the information on the "Basics" tab. So, you can click the [Review + Create] button to advance to the "Review + Create" tab. However, you may wish to further customize the key vault, so I will review the other tabs. You can switch between tabs by either clicking the [Next] and [Previous] buttons at the bottom or by selecting the name of the tab at the top.
Fig. 5 shows the "Access Policy" tab.
Here you can give ARM templates and VM deployments, as well Disk Encryption access to the information in this Key Vault. You can also give specific permissions to specific users.
Fig. 6 shows the "Networking" tab.
On this tab, you can restrict access to a given set of private networks.
Fig. 7 shows the "Tags" tab.
Tags are name/value pairs that provide metadata for an Azure resource. They don’t affect the resource, but they can be useful when grouping them together on reports – for determining which resources belong to which departments, for example.
Fig. 8 shows the "Review + Create" tab.
Correct any errors reported. When all settings are validated, click the [Review + Create] button (Fig. 9) to begin creating the Key Vault.
It takes a few seconds to create and deploy a Key Vault. Upon completion, the confirmation message shown in Fig. 10 displays.
Click the [Go to resource] button (Fig. 11) to display the Key Vault's "Overview" blade, as shown inf Fig. 12.
You are now ready to store secrets, keys, and certificates in your Key Vault, which I will cover in a future article.
Drew Brown is the CIO of Union Bank & Trust. He discusses the way the workplace has changed in the last few years and what this means for the future.
With "Paddington Marches On", I am now halfway through the twelve collections of short stories that Michael Bond published about the talking bear Paddington Brown.
Paddington continues to get in trouble, despite his best intentions. And, in each case, things work themselves out for the best. Mr. Bond has found a formula and it works. We keep reading because we like Paddington and we care about him and we want him to succeed, even though we know he always will.
As a bonus, I learned a bit about the sport of cricket!
And there is a nice surprise for Paddington and for the reader at the end of the last story!
"Paddington At Large" is Michael Bond's fifth collection of stories about Paddington the bear, who was discovered by the Brown family in London's Paddington Station and became a member of their family.
This anthology is less cohesive than the last two; its stories are only loosely connected, but all involve the antics of the talking bear and the trouble he gets into and out of while trying to do good.
Of the seven tales contained herein, my favourite was "Paddington Hits the Jackpot" in which the young bear appears on a television game show and outsmarts the host by explaining why each of his answers is correct, despite what is written on the host's card.
In other stories,
Paddington has a disastrous time mowing the lawn of his mean neighbor Mr. Curry;
At a concert in the park, Paddington is annoyed to learn that one of the symphonies is "unfinished"
Paddington confronts a repairman in the Brown home
A recipe for toffee proves too much for a young bear to handle
Paddington causes chaos in a department store
A local playwright recruits Paddington for his stage production in which the bear saves the day
Each story is short and each one made me smile.
Usually, we need to have the right answers to build the right solution. But, to get these answers, we need to ask the right questions.
The Microsoft Azure Well-Architected Framework helps us to frame those questions.
The framework divides Azure concepts into five categories, which they refer to as "pillars". Just as physical pillars that can hold up a physical structure, these pillars hold up the design of your cloud application. Each pillar covers a broad area of web architecture and helps you formulate questions and answers about that area. The pillars (in no particular order) are:
Let's briefly discuss what each one covers
Azure resources can provide, but they cost money. This pillar helps you maximize the value for the price you are paying: Are you getting sufficient value for money outlayed and are there ways to save money, while still meeting your needs?
Some ways you can increase your cost optimization are:
Monitoring can help you discover these inefficiencies, as can Azure Advisor.
Reliability is the ability to keep an application or service running, to anticipate failures, and to have a plan to recover quickly from those failures.
Typically, a cloud application focuses reliability efforts on the ability to quickly recover from failure, rather than preventing failure. Often, we quantify a reliability target in terms of a Service Level Agreement (SLA), which is the promised percentage of time our service will be available. For example, our SLA may promise 99.99% uptime (often referred to as "4 9's), which promises the application will be down only .01% of the time, which equates to less than an hour per year. However, reliability can also refer to maintaining a level of performance in terms of speed and features. Degradation of either of these decreases reliability.
We can increase reliability by providing redundancy to reduce a single point of failure, failovers in case of trouble, and
Despite your best efforts, it is likely that your system may go down unexpectedly and that you may lose some data. Therefore, it is essential that you have a detailed and tested plan to restore both the system and the data.
Azure takes care of some of this for us via such things as Update Domains, Availability Sets, Availability Zones, and built-in backup tools; but it is still up to us to opt into these services and configure them.
It is important to recognize that our application may be dependent on other services, so we need to consider the reliability of those services when considering the SLA of our app.
Operational Excellence refers to the ability to deploy an application reliably and to verify that deployment. Automated deployment is your friend here. Infrastructure as Code tools, such as ARM templates allow you to declare the state of an environment after a deployment. Automated build tools, such as Continuous Integration and Continuous Deployment pipelines in GitHub and Azure DevOps allow you to consistently build, test, and deploy your code to an environment in a repeatable way. Using these tools, we can automate the initial deployment of our application and manage subsequent releases, even rolling back a release if something goes wrong.
Testing is crucial to ensure quality before deploying code. Monitoring can assure that it remains in a good state and alerts you when it is not.
These processes can and should be automated as much as possible to simplify assurance of Operational Excellence.
Security is an important pillar when architecting any application, whether or not it is in Azure. It is also one of the more complex topics in software development.
A key principle to keep in mind when designing your application is "Zero Trust" - never assume you can trust the person or account accessing your application.
A good approach is to recognize the layers that a user must get through to access your data and to add protection at each layer.
Azure implements some security for you by default, such as encryption of data in storage accounts. But you must be aware of potential areas of attack and defend against them. Tools like Azure AD Single Sign, Privileged Identity Management, and Azure Key Vault allow you to implement a secure solution.
Planning for the demands of your application can help you determine how much capacity you need. However, application demand tends not to be constant over time. It may vary by day of the month or week or by hour of the day. It may even vary in response to expected or unexpected events. Ideally, we will constantly adjust our application's capacity based on the demand over time.
There are two ways to increase capacity: Scaling up and scaling out. Scaling up refers to using a more powerful virtual machine. Scaling out refers to deploying more instances of your application.
These categories are pillars, but they are not silos. Addressing one pillar can have implications in other pillars. For example, there are cost considerations for almost everything we do. And how we implement Operational Excellence may affect our Performance Efficiency. And monitoring is a key to almost all these pillars.
When designing an Azure application, it is important to consider each pillar and note that some tradeoffs may be necessary.
For more information, visit the Azure Well-Architected Framework home page.
In this article, we described the Microsoft Azure Well-Architected Framework and briefly covered each of the five pillars covered by this framework.
Learn how to create a Docker image, push it to a repository; then build and manage a container based on that image.
Gray promised to play every track from his classic album "White Ladder" two decades after its release. But before he did so, he and his band performed a collection of his hits. The crowd was small, but they enjoyed hearing favourites, such as "The Other Side" and "You're the World to Me". After nearly an hour, the band left the stage, returning 20 minutes later to perform the album he promised.
True to his word, Gray sang each of the ten tracks in the order they appeared on the original CD. David has a talent for making his live performance sound very much like the studio version of his songs, which delighted the audience. The first two songs: "Please Forgive Me" and "Babylon" brought everyone to their feet. He concluded the set with the final track "Say Hello Wave Goodbye" - a mellower version of a song originally recorded by the synthpop band "Soft Cell".
Gray opened his encore set with another Soft Cell cover - their biggest hit "Tainted Love". The arrangement was close to the original - a style not often embraced.
David then told a story of the week that he performed at the prestigious Glastonbury Festival. It was the same week that "White Ladder" cracked the top 5 in the UK and he and his dad had a chance to meet David Bowie. Bowie was a big star and very gracious to the young upstarts, which prompted Mr. Gray to include two of Mr. Bowie's songs ("Life on Mars" and "Oh! You Pretty Things") in tonight's encore.
This was my first time seeing David Gray in concert. My friend Chris introduced me to his music earlier this year, telling me it was a favourite of him and his wife. I sat with them at the show and felt the emotion and joy that David Gray brings to his audience through his music.
They formed over 50 years ago in Long Beach, CA. Although the musicians in the band have come and gone, singer/guitarist Jeff Hanna and drummer Jimmie Fadden have remained since the beginning and keyboardist/accordionist Bob Carpenter has been in the group for 45 years.
Saturday night at the City Winery, they were joined by Ross Holmes (mandolin and violin), Jim Photoglo (bass guitar), and Jeff Hanna (guitar). Jeff is the son of founding member Jeff Hanna and his father has reason to be proud of his talent. Individually, they were great, and together they were something special.
The Dirt Band has enjoyed success recording originals and cover songs over the years; and on this night, they mixed them well. Their latest album - "Dirt Does Dylan" - is a collection of covers by the great songwriter Bob Dylan and they played three selections from this record: "Girl from the North Country", "Forever Young", and "I Shall Be Released". But much of the evening, they focused on their earlier songs, from the upbeat "An American Dream" to Jerry Jeff Walker's "Mr. Bojangles" - arguably their biggest hit. They have also been a source of material for other artists. Dirt won a songwriting Grammy for "Bless the Broken Road" after it was recorded by Rascal Flatts. Hanna joked that the original recording was bought only by friends and family and failed to achieve Platinum status, settling for "aluminum" status instead.
Other highlights of the evening were "Long Hard Road" - a song written by Rodney Crowell about his sharecropper father; two Hank Williams songs: "Jambalaya" and "Honky Tonkin'"; and "The Working Man" - an original song inspired by their performance at the original Farm Aid in Champaign, IL. Fadden wrote and sang the latter song. He impressed me by playing drums and harmonica simultaneously - something I have never seen before.
This band tends to drop names of famous people with whom they collaborated; but they have every right to, given the impressive array of talent with whom they worked over the past five decades.
The encore bought the sold-out audience to its feet and had many of them dancing in the aisle. They closed with stirring renditions of the traditional "Will the Circle be Unbroken" and the Band's "The Weight".
It was a night to remember and left many smiles.
Ambitious goals are important for us to improve ourselves.
But, in his book "Atomic Habits", James Clear reminds us that long-term goals are not achieved all at once. They are the result of thousands of steps performed daily or nearly daily. To achieve our goals, we need to change our behavior; and the best way to change our behavior is to decide on what we want to do and to make a habit of that.
Clear advocates four ways to make something a habit: Make it obvious, make it attractive, make it easy, and make it satisfying.
Be explicit and aware of what you are trying to achieve.
Control your environment. Pair your habit with a pleasurable activity. Surround yourself with people who will give you positive reinforcement.
Do not overcommit. Start slow and work your way up to your desired habit.
Consider automating your habits
This is what keeps you going over time.
Reinforce the habit with a reward.
Do not beat yourself up for missing a day; but never miss two days. This leads to a new undesirable habit.
We can reverse these same four ways to help break a bad habit: make it invisible, make it unattractive, make it difficult, and make it unsatisfying.
Clear cautions against relying solely on habits to achieve your goals. Habits become unconscious and discourage us from analyzing our behaviors, which inhibit progress. Step back from time to time and make sure you are still focusing enough to make progress. Only by doing so can we achieve greatness in an area.
Some of this book is common sense, but nearly all of it resonated with me. Too often, I have failed to achieve goals because I stopped doing the daily and weekly activities necessary for success.
Clear rightly points out that daily improvements increase exponentially, like compound interest. A 1% improvement every day adds up to a 3800% improvement over the course of a year. Of course, a 1% daily improvement in anything for a year is probably not sustainable (can you imagine losing 1% of your weight or getting 1% stronger every single day), but this idea is correct, even if the magnitude is exaggerated.
I used some of Clear's techniques to improve my daily exercise routine. I moved a yoga mat next to my desk and determined to do pushups, crunches, or stretches at regular intervals throughout the day. My health and strength have improved noticeably after just a few weeks. Next up, I will try to build a habit of practicing piano every day - something I have attempted several times in the past couple of years.
"Atomic Habits" is not a complex book. The writing is simple, and the ideas are presented in a straightforward manner with a summary at the end of each chapter. This simple style makes it easy to read and easy to adopt the principles contained therein.
Robert Jordan's "The Dragon Reborn" - book 3 of "The Wheel of Time" - largely ignored Rand al'Thor, even though he is the central character of the series and the title character of that book. In book 4 - "The Shadow Rising" - Rand takes center stage.
Rand has embraced his fate as the reincarnation of Lews Therin and his destiny to lead the forces of light in the coming battle against darkness. His mystical power increases and he begins to gather an army around himself. Meanwhile, various factions vie for power in an often violent way. The monstrous Trollocs and the fanatical Children of the Light and the farmers of the Three Rivers, the powerful Aes Sedai, and the warrior Aiel - now revealed as Rand's native people.
At 981 pages, this book is the longest in the series; but not by much. 7 Of the remaining 10 novels top the 850-page mark.
Each book follows the same formula: the protagonists split up and travel through the world and/or reunite and are attacked by the bad guys, climaxing in a battle between Rand and one of the "Forsaken", who have chosen to follow the demonic Dark One.
Jordan moves the story forward more rapidly than in the earlier volumes, but at a slower pace than I would like. As in the previous novels, he does a good job of developing the characters and the world. We learn the secret history of the Aiel; and a coup among the Ais Sedai, along with the fate of their leader of that order. In addition to Rand's evolution, Perrin comes into his own in this story, rising to the challenge of leading the defense of his village against an invading army. His arc was my favourite of this book.
The series still has me intrigued. I will continue.
If you work with Docker, the Docker Visual Studio Code extension from Microsoft is a good productivity tool.
To install the extension, launch Visual Code, click the "Extensions" button (Fig. 1) in the left toolbar and search for "Docker", as shown in Fig. 2.
Select the "Docker" extension published by Microsoft and click the [Install] button.
After installation completes, a "Docker" icon (Fig. 3) appears in the left toolbar.
Some of the features of this extension are:
With the extension installed, you get syntax color coding of a Dockerfile, as shown in Fig. 4
Notice that the keywords are pink, literal strings are orange, and image repositories are green.
The extension also provides Intellisense for a Dockerfile. Press CTR+SPACE after a repository and see a list of tags within that repo, as shown in Fig. 5.
Right-click the Dockerfile within the Explorer to display a context menu. With this extension installed, the menu will include an option to "Build image…" as shown in Fig. 6.
Select this option to build an image based on this Dockerfile. This will prompt you for an image name, as shown in Fig. 7, and execute the "build image" command in the terminal window with the appropriate arguments.
The "Docker" tab of the left menu displays a list of containers, images, registries, networks, and volumes.
Right-click an image to display a context menu. Select the "Inspect" option, as shown in Fig. 8 to output JSON about that image, as shown in Fig. 9.
Select "Run" from the Image context menu to build a container based on this image, as shown in Fig. 10.
This will execute the "build run" command in the Terminal window with the appropriate arguments. Any local containers will display in the "Docker" tab, as shown in Fig. 11.
You can right-click a container to display a context menu, as shown in Fig. 12.
From this menu, you can inspect the properties of the container, view logs, or open the default port in a web browser.
The Visual Studio Code Docker extension from Microsoft provides some helpful features to make your experience working with containers more productive.
Shane Jones and his team have built VocalScreen - a browser extension that reads HTML and integrates with the screen reader to provide audio and context for visually impaired users.
He talks about how and why he built it and how it works.
"I wonder whether it's just Paddington," he said. "Or whether all bears are born under a lucky star".
"Paddington Abroad" is Michael Bond's fourth book about the anthropomorphic bear adopted by the Brown family of London.
This is the most cohesive Paddington book so far in the series. It tells the story of the Brown family's vacation to the north of France. Rather than a collection of short stories, each chapter advances the tale of the vacation, as Paddington tries to navigate the bank and the airport and a fishing expedition and the Tour de France. In each case, the well-intentioned bear gets into and out of trouble in a humorous way.
This series continues to charm me.
In "House of Cards", Michael Dobbs introduced Francis Urquhart, the ruthless politician who rose to power through scheming, betrayal, and murder. In Dobbs's follow-up novel "To Play the King", Urquhart is now the Prime Minister of Great Britain - arguably the most powerful man in the country. His appointment as PM comes at the same time the country crowns a new King.
Urquhart has ambitions to maintain his powerful position for as long as possible and to make an indelible mark on history; but the idealistic King wants to focus his government's efforts and resources on the poor and underserved in his country. Urquhart sees this as an encroachment on his territory. Traditionally, the monarch is a figurehead who avoids policy and politics. The conflict forms the backbone of this story as the King tries to advance his agenda, while the PM uses his power and inside knowledge to turn the public against the Royal family and to force a crisis for which the public will blame the monarch.
It leads to a game between the powers of the Crown and Parliament. The weapons are politics and treachery, and the amoral Urquhart has a decided advantage in this arena. Francis pursues power relentlessly without regard for the cost to others and with little thought of how that power will benefit his country. The King is a newcomer when it comes to these battles and sometimes fades to insignificance - so much so that the author does not give him a name.
Dobbs is an excellent storyteller with a gift for building and evolving characters. Urquhart - once the unflappable politician - becomes seduced by his own authority and it changes his personality, making him more outwardly aggressive.
The conclusion to the conflict (and the novel) is satisfying, if a bit rushed.
I look forward to the final book in this trilogy.
Learn the basics of containers and dockers and how to get started quickly.
In my last article, I showed how to create a Docker image and a container based on that image.
One nice thing about containers is that, if one fails, you can quickly create another one based on the same image. A disadvantage of this approach is that the new image will not contain any data saved to the container after it was created. If we want to maintain stateful data, we need to connect a container to a volume.
A volume is a folder on the host machine or virtual machine that is mounted within the container, so that the container and its applications can write to it. It will persist even if the container is destroyed. You can even share the same volume (and its data) among multiple containers.
To create a new volume, use the docker volume create command, followed by a name for that volume, as in the following example, which creates a volume named "vol1":
docker volume create vol1
By default, this will create a folder with the same name as the volume in the /docker-desktop-data/version-pack-data/community/docker/volumes/ folder (on Windows, this folder is \\wsl$\docker-desktop-data\version-pack-data\community\docker\volumes\)
A folder named “_data” inside each volume folder holds all the files written to that volume.
This folder is shown in Windows Explorer in Fig. 1
You can view information about this volume with the command:
docker volume inspect volume_name
where volume_name is the name of the volume you just created.
Fig. 2 shows the output for the vol1 volume I created.
Recall from the last article that the command to create a container from an image is
docker container run --name name_of_container -p external_port:internal_port image_tag
So, the following command, creates a container named "app1" based on the dgiard/app1:1.0 image with port 8000 mapped to the container's port 8080
docker container run –d --name app1 -p 8000:8080 dgiard/app1:1.0
You can attach a volume to a container when you create it using the -v switch. This switch accepts the name of a volume you created, followed by a colon, followed by the folder location to find the volume data inside the container.
The following command creates the same container above with the volume we created earlier attached and mapped to the container's /var/opt/project folder.
docker container run –d --name app1 -v vol1:/var/opt/project -p 8000:8080 dgiard/app1:1.0
We can see this by opening a bash shell on the container and writing a file into the volume folder.
To open a shell on the app1 container, execute the following command:
docker exec -it app1 sh
This changes your prompt and places you inside the container. Change folders to the volume folder assigned above with the following bash command:
Now, use the following command to create a file in this folder:
echo "Hello world" > hello.txt
You can exit this Bash shell command by pressing CTRL+P+Q on your keyboard.
You can view this file on the host machine. On Windows, open \\wsl$\docker-desktop-data\version-pack-data\community\docker\volumes\vol1\data in Windows Explorer, as shown in Fig. 3.
You can also view it in Docker Desktop. Click "Volumes" in the left menu and select the "Data" tab, as shown in Fig. 4
Here are a few other useful commands when dealing with volumes
|List all volumes:||docker volume ls|
|Delete a volume:||docker volume rm volume_name|
|Remove all unused volumes:||docker volume prune|
In this article, you learned how to create and manage volumes in order to maintain state within a container
Today I am grateful to the man with the beautiful voice who sang in front of my building yesterday.
Today I am grateful for my new shower head
Today I am grateful for:
Today I am grateful to finally replace a faulty light switch in my guest bedroom.
Today I am grateful to attend the Chicago Blues Festival yesterday
Today I am grateful for a call from my sister Debbie yesterday.
Today I am grateful to see the Giordano Dance company last night at the Auditorium Theatre last night.
Today I am grateful for my personal trainer
Today I am grateful to sit on my balcony reading last night as the storm raged around me.
Today I am grateful:
- to present at the Hampton Roads .NET User Group last night
- to attend a presentation on Juneteenth and the city of Chicago yesterday afternoon
- to run into Thad on my bike ride last night and ride with him to 31st Street Beach
Today I am grateful for a new wallet
Today I am grateful to see "Top Gun: Maverick" last night at a Microsoft-sponsored event.
Today I am grateful to see "The Luckiest" at the Raven Theatre last night.
Today I am grateful to be a father
Today I am grateful to Tim for treating me to an Ethiopian dinner for Father's Day last night.
Today I am grateful
-to deliver 2 presentations yesterday to my old organization
-that the part was in stock, so my bike repair completed yesterday
Today I am grateful for lunch with Mitch yesterday
Today I am grateful for dinner with J. in New Buffalo yesterday
Today I am grateful for a White Sox game with my former team
Today I am grateful for a weekend visit from a group of friends I met my freshman year of college, decades ago.
Today I am grateful to visit the DuSable Museum of African American History for the first time
Today I am grateful for a free Chicago Symphony Orchestra concert last night at Millennium Park
Today I am grateful to see the Indigo Girls in concert last night
Today I am grateful to Eric for planning and running last night's Microsoft Build After-Party
Today I am grateful that a difficult Fiscal Year ended with optimism.
Today I am grateful to give away a lot of old furniture that I have held onto for decades
Today I am grateful to listen to the My Morning Jacket concert last night outside the venue gates.
I was a big fan of the folk-rock duo The Indigo Girls during the 1990s (arguably their most creative period), but Tuesday evening at Cahn Auditorium in Evanston was the first time I saw them in concert, and it was as good as I hoped.
Amy Ray and Emily Saliers have been recording and touring all these years and have built an impressive catalog of music to share with us. Their concert mixed newer songs and fan favourites. I especially appreciated early classics like "Closer to Fine", "Galileo", and "Power of Two". I was disappointed not to hear some of my personal favourites, such as "Least Complicated" and their cover of "I Don't Wanna Talke About It", but I was not unsatisfied with their selection.
The Georgia natives met in elementary school, began playing together in high school, and formed The Indigo Girls in college. Decades later, they still sound good. Amy has always boasted the deeper, rougher voice, while Emily's was higher and gentler. Amy's vocal cords remain strong, while Emily has lost some range over the years, but it is when they harmonize that they sound their best. The two alternate singing lead and when they harmonize it is sometimes together and sometimes with one singing a countermelody to complement the main melody sung by her partner. Both work well, but they execute the melody/countermelody thing to perfection. They sound like friends who have been playing together for decades.
Ray and Saliers have long been advocates of the rights of women, LGBTQ, and other unrepresented groups and their audience reflected this support. The crowd was easily 75% female and many sported clothing with activist messages. Recent events in the US brought a more specific meaning to some of their songs and more passion from the crowd as they sang along. The band did not preach, but they let us know they are on our side.
The two were joined onstage by violinist Lyris Hung, who brought both talent and energy to her performance; and by Lucy Wainwright Roche, who also served as the warmup act, charming the audience with self-deprecating stories between songs. No drummer performed with the band, and she was not missed. The guitars provided all the rhythm necessary.
It was an unforgettable evening.
A container allows us to virtualize applications and data and host this on top of a host virtual machine.
Containers provide the following advantages:
Docker is a tool designed to manage containers.
A container is based on an image. An image contains all the information to create a container in the same way that a class contains the information to instantiate an object and a blueprint contains the information to construct a building.
So, before you create a container, you must create an image and tell it what components will be in the container.
The steps are:
Before you begin, you must install Docker. A simple way to do this is to install Docker Desktop, which you can download here.
You will also need an account at an online registry, such as Docker Hub or Azure Container Service. In this article, I use Docker Hub.
Once you have everything installed and set up, we can walk through the steps listed above.
I created a simple node.js application, consisting of only a single file: app.js with the following code:
This simply outputs some HTML on port 8081. When run, it will display some text, the current date/time, and a list of numbers.
In the same folder, I created a file named "Dockerfile" (with no extension)
Dockerfile supports many instructions, but I have kept this one simple, as shown below:
LABEL author="David Giard"
COPY . /src/app
ENTRYPOINT ["node", "app.js"]
FROM tells Docker which image to begin with. The node:current-alpine is a Linux container with the latest version of alpine node installed. You can find a list of pre-built images at https://hub.docker.com/search
LABEL is optional. We use it to add metadata to our image, as a name/value pair. Adding the author is common.
WORKDIR tells Docker to set the current working folder in the container.
COPY tells Docker to copy files from a folder on my location machine to a folder in the container. The first "." represents the current folder and the second "." represents the working directory in the container, so my command tells Docker to copy all files in the current folder (where Dockerfile is located) to the working folder.
ENTRYPOINT is a command or executable to run to start the container, along with any arguments, separated by commas.
You can read all about the tags in Dockerfile here.
We build an image from the files in the current folder with the following command:
docker image build -t image_name .
where image_name consists of three parts: the Docker registry name, the Docker repository name, and a tag (which is often used to define the version), using the following format:
I have a registry on DockerHub named "dgiard", so I can use an image name like the one below to identify version 1.0 an image in my registry in a repository named "myapp":
The following command creates an image named dgiard/myapp:1.0 (registry=dgiard; repository=myapp; tag=1.0)
docker image build -t dgiard/myapp:1.0 .
After creating an image, we can push it to a registry with the following command:
docker image push image_name
Of course, we need write permission in the registry before we can push an image to it. If we are using DockerHub, we may need to log in first.
Once it is in the registry, we can run it from any computer with access to the registry via the following command:
docker container run -d --name application_name –p local_port:port_in_container image_name
Our sample app runs on port 8081, but we can map local port 8000 to 8081 in the container with the clause -p 8000:8081.
In our example above, the command to run a container locally becomes:
docker container run -d --name app1 -p 8000:8081 dgiard/myapp:1.0
We can test our app by opening a browser and entering the following in an address bar:
This should run the application, as shown in Fig. 1.
This article showed how to create a Docker image; then, build, push, and run a container based on that image.
Here are the key Docker commands we executed for our example:
docker build -t dgiard/myapp:1.0 .
docker image push dgiard/app1:v1
docker container run -d --name app1 -p 8000:8081 dgiard/myapp:1.0
A container allows us to virtualize applications and data and host this on top of a host virtual machine.
Containers are similar to Virtual Machines in that they virtualize some of your application. the difference is that a Virtual Machine abstracts away the hardware because it sits on top of a Virtual Machine so it abstracts away the operating system. Just as one physical machine can host multiple Virtual Machines, one Virtual Machine can host multiple containers.
Containers provide the following advantages:
A container is based on an image. An image contains all the information to create a container in the same way that a class contains the information to instantiate an object and a blueprint contains the information to construct a building.
Docker is a tool designed to manage containers.
A simple way to install Docker locally is to install Docker Desktop, which you can download here for Windows, Mac, or Linux.
To share images with other users, other computers, or remote platforms (e.g., cloud providers), you need to publish them to a repository. Docker Hub allows you to create repositories. You can create a free account on Docker Hub and create one or more repositories within that account. A repository contains images and containers that you can share. Often all the images in a given repository are related; for example, you may publish images with different versions of the same software and store them all in one repository.
Docker provides some repositories and images that you can use for free. You can use these to learn how to use Docker. For example, you can open a command prompt and type the following:
docker run –d –p 3000:80 docker/getting-started
This will create and run a container hosted in the “getting-started” repository of the “docker” registry. This is a sample container that contains a web application that runs on port 80. Let’s walk through the parts of the above command.
docker run tells Docker to download the container and run it.
docker/getting-started tells Docker where to find the container. In this case it is in the “docker” registry and in the “getting-started” repository.
-d tells Docker to run this container in “detached” mode. This means that Docker will run it asynchronously and immediately return you to the command prompt. Alternatively, you can run the container in “interactive” mode using the –it switch. This will change your command prompt and place you inside the container, rather than your host machine.
-p 3000:80 is used for port mapping. The web application inside the container runs on port 80. We need to tell Docker which port to expose on the local machine to access that port. In this example, we are mapping the local machine’s port 3000 to port 80 in the container.
The output after running the above command is shown in Fig. 1.
After you run the command, you can view all running containers using the command docker container ls, as shown in Fig. 2.
After successfully executing the docker run command, we can view the container’s web application in a browser on our local machine by navigating to http://localhost:3000. This should render the container’s web app, as shown below.
In this article, I explained the fundamentals of images, containers, and Docker; and showed some basic Docker commands.
In the next article, I will show you how to create your own image and publish it to a repository.
The Microsoft Word Spelling and Grammar checker is an impressive tool that has saved me from embarrassment many times.
But, there are times when it gets in the way.
For example, I often write articles that include code samples. I do not want to check spelling in my code because it includes key words and variable names that are not part of the English language.
Microsoft Word includes a feature that allows me to continue using Spellcheck on the document, while suppressing it for sections of text that I identify.
In Fig. 1 is a section of a Word document I recently wrote for a technical article. I want Word to check most of the document, but not the code (the part that begins with ".create-or-alter" and ends with "tostring(location);}")
To exclude this section from the Spellcheck, I first highlight, as shown in Fig. 2.
With the text highlighted, I select the [Language] dropdown on the "Review" ribbon and click "Set Proofing Language", as shown in Fig. 3.
The "Language" dialog displays, as shown in Fig. 4.
Click the "Do not check spelling or grammar" checkbox and click the [OK] button to close the dialog.
You can repeat this for multiple sections in your document.
The next time you run Spellchecker (Fig. 5), this section(s) will be ignored.
This is a simple process that can make checking your documents more efficient.
Adi Polak is the VP of Developer Experience at Treeverse.
She describes how data scientists and developers can use LakeFS to manage Data Lakes, using tools familiar with git developers.
"Paddington Helps Out" is Michael Bond's third collection of short stories about Paddington - a good-hearted bear who emigrated from "Darkest Peru" and was adopted by a family in London.
The stories follow a familiar theme established by Bond in earlier collections: Paddington tries to do something kind, but invariably messes up things through his clumsiness or ignorance; yet things always work out well in the end.
We get stories of the bear trying to figure out an auction and a laundromat and a movie theater on his first visit to each. Paddington struggles trying to build a woodworking project and make dinner for his adoptive parents.
With each collection, Bond ties together the stories more tightly. In this volume, each tale leads naturally into the next and has a reference to the one before. This gives cohesion to the entire book, which takes place over only a few days.
The stories are funny and charming and a pleasure to read, regardless of your age.
Michael Dobbs is a British Lord, Margaret Thatcher's former Chief of Staff, and an author specializing in stories about British politics.
His first novel - "House of Cards" - tells the story of Frances Urquhart. In his role as Chief Whip of the UK Conservative Party, Francis works behind the scenes to persuade members to vote in the party's interests; but Urquhart has ambitions beyond his current role; and he uses his influence and his knowledge of personal secrets to manipulate the government, the media, popular opinion, and elections to advance his own career. In his climb to the top, he conspires to eliminate each of his rivals. Everyone has secrets and Urquhart knows those secrets and is able and willing to exploit them. If a rival has no damaging secrets, he will invent one. Either way, the leaks are enough to destroy or limit careers.
The story is filled with politicians and other influential people drunk on their power but doomed by their arrogance and hubris. Urquhart stands apart as the ultimate Machiavellian, manipulating events people - treating them as objects to use as pawns in his own climb. His charming facade invites others to trust him, but his cunning nature is to betray anyone when that betrayal will advance his goals.
It is also the story of Mattie Storin a beautiful and energetic young female reporter who admires Urquhart's knowledge and what she perceives as his leadership skills. He manipulates her, as well.
"House of Cards" is a political thriller, filled with intrigue and political infighting and ruthless manipulation. It focuses on the appeal of power and the corruption inherent in striving for that power. It has launched two successful television series (I have only seen the BBC version, so far) and shines a light on the darker side of politics.
I loved it!
John spent days writing a software component. He tested and double-checked his code, and he was satisfied that it worked properly, according to the requirements he was given, so he checked it into source control. A few weeks later, a new version of the software that included his code was released to production. A user discovered a bug caused by John's changes. The user tweeted about the bug, and this was retweeted thousands of times. Before long, word got back to John. An edge case that John had not considered was causing problems in production. He fixed the bug and checked his changes back into source control. And he waited. Hoping for the best.
June spent days writing a software component. She tested and double-checked her code, and she was satisfied that it worked properly, according to the requirements she was given, so she checked it into source control. June's team had a policy that required a code review prior to merging any code with the main branch. During the code review process, one of June's peers pointed out a bug in her code. It was an edge case that June had not considered. She fixed the bug and checked her changes back into source control. The code was reviewed again and merged with the main branch. June slept well that night.
The story of June and John illustrates some of the advantages of code reviews. Catching June's bug during a code review resulted in a faster and cheaper fix and resulted in less public embarrassment than catching John's bug in production. The two bugs were of equal severity, but one was less costly to fix.
Why do we do code reviews? They take up time that could be spent writing code, designing features, or otherwise directly driving forward a project, so there is a cost. The answer is that the benefits of a good code review far outweigh the costs.
When I think of a code review, I think of a formal process in which one person reviews code written by another and provides written or oral feedback to the author, approving that code only after they deem it acceptable.
There are two parties in a code review: The Code Author and the Code Reviewer.
The steps in a code review are:
A good code review will accomplish the following:
Let's discuss each of these goals.
The most obvious reason to review code is to validate that it does what it is supposed to do. Generally, we look at this from an external point of view. For example, if we provide a given set of inputs to a function, we verify that the function returns the expected output. We can pull the code from source control and make sure it compiles and runs successfully. We can execute automated tests and validate that they all pass.
But we also want to validate the code from an internal point of view. If our team has coding standards, does the code adhere to those standards? While reviewing code, the reviewer looks for and calls out potential problems. Even if the code works well, there may be potential areas for improvement. For example, the reviewer may suggest ways to make the code more efficient, faster, or more readable. The reviewer should point out these as well.
Sometimes, a code review can drive engineering decisions. If there is confusion or inconsistency about how the application is accessing data or dividing services or testing code, code reviews can raise these issues and prompt a discussion. If different developers have different coding standards, it may indicate a gap in the team's standards and drive discussion around this.
Effective teams have published a set of coding guidelines that may describe everything from naming conventions to required test coverage. Developers must be aware of these guidelines and make an effort to adhere to them; but often non-compliant code slips through. A code review is a good place to catch this before the code is committed to the main branch.
Another benefit of Code Reviews is that it allows sharing of knowledge.
There are two parties involved in a code review process: the code author and the code reviewer. By reviewing the code, the reviewer has a chance to improve the code itself and to address any weaknesses or knowledge gaps in the developer. Similarly, the reviewer can address his or her own weaknesses by seeing someone else's approach to a coding challenge.
The reviewer gains knowledge about a part of the system that someone else wrote. By reading the code, they may also learn something about the language in which it was written; or about a framework or a design pattern or an algorithm implemented by the author; or about the business cases and requirements of the application.
In addition, the code author can learn by reading feedback from the reviewer, who may suggest improvements that the coder did not consider.
I have worked on too many systems in which one developer possessed all knowledge about a part of that system. Confusion reigned when that developer left the team. No one understood how to maintain the orphaned code. By conducting regular code reviews, team members have a chance to understand parts of the system on which they are not actively working. This shared knowledge benefits the whole team, allowing flexibility in staffing and removing the danger of all knowledge departing when a team member departs.
The process of a code review is simple: The author checks code changes into a repository and announces that it is available for review. A reviewer looks at and runs the code and provides feedback. This feedback can be either written or verbal. Most Application Lifecycle Management systems (e.g., GitHub and Azure DevOps) support this process through a Pull Request. In these systems, the code of a Pull Request does not get merged into the main branch until one or more reviewers have approved it. We can configure these systems, setting specific rules about who must approve code before it is merged.
This process works best when everyone involved believes in it and considers code review time to be well-spent. Support from upper management can help encourage the process; but, public buy-in from the team's most respected developers is an even more effective way to get others to buy into this process.
A Code Review can sometimes be a painful process. Software developers often feel a personal attachment to their code and may feel that criticism of their code is a criticism of themselves. Reviewing code takes time and attention and human beings do not have an unlimited supply of either.
The good news is that it does not have to be that way. There are things we can do to make a code review less painful.
There are two parties in a code review: The Author and the Reviewer. I described the code review process above and listed reasons why it is worth the time and effort to do them. Let’s now discuss things that each party can do to improve the code review process.
If you can begin reviewing a Pull Request immediately, it saves a lot of time and trouble. The sooner you begin, the sooner you can return any feedback and the better the chance that the code will still be fresh in the mind of the author.
In addition, it is likely the author will begin making other changes to the system after submitting a Pull Request. It is usually easier to merge code if fewer changes exist between the two branches, so a quicker turnaround makes code merges easier.
Beginning your review also shows respect for the process and for the code written by the author, improving your relationships.
Always begin your evaluation by looking at high-level decisions in the code, such as class structures and method interfaces. Often, changes made at this level will address issues at a lower level, such as the implementation of the business logic.
You can use a computer to automate many of the mundane tasks of a code review. The computer can compile the code and run all the unit tests. A linter can validate that the style is correct.
Speaking of style, many organizations adopt a set of style guidelines to which they expect all code to adhere. The guidelines chosen are less important than the fact that everyone is using the same style, so that code is consistent and easy to read.
You can create your own guide from scratch or start with an existing one, such as Google's style guide (google.github.io/styleguide)
Arguing over code style is usually a waste of time. Simply point to the style guide to settle any arguments. If the style guide does not cover a case, modify it to include this. This guide can evolve over time, as the team writes code and discovers areas of ambiguity in the guide.
A code example is a nice way to communicate a change to an author. This is particularly true if you suggest a pattern with which the author may be unfamiliar.
Programmers often take great pride in their work and sometimes internalize critical feedback, as if criticism of the code equates to criticism of the coder.
You cannot control the way the code author thinks, but you can minimize this feeling of attack by avoiding anything personal in your feedback. If you find yourself writing "You" in your comments (for example, "You need to initialize this variable"), consider replacing it with "We".
You can soften your feedback by using a passive voice (this is one of the few times I will recommend the passive voice in written communication). For example, instead of saying "You should split this into two functions", say "This function should be split into two functions".
Another way to soften feedback is to phrase it as a request, rather than a command. For example, "Can we make this function private?" is less confrontational than "Make this function private" and is less likely to trigger a defensive reaction.
Finally, avoid advice based solely on your opinion. Instead, cite a software principal to support a suggested change. "I think this should be split into two classes" is less compelling than "This class does two different things, which violates the Single Responsibility Principle. Consider splitting it into two classes".
I recently read about a team that adds a prefix to many of their feedback comments. Here are some suggestions.
Issue: A problem with the code that needs to be addressed
Suggestion: A possible way of addressing an issue
Question: A request for clarification. Useful if the reviewer is unsure if something is an issue
Nit: A trivial change
Thought: An idea for improving the code that the author may or may not choose to implement
Praise: Point out something good in the code
You can read more about this idea here.
I love the idea of adding praise in the reviewer's feedback. So often, we think of feedback as only negative, but it is also a chance to call out something positive.
Some reviewers insist that every issue needs to be fixed before they approve a PR. This can lead to very long review cycles and bitter feelings between the author and reviewer.
There are a few ways to avoid these long review cycles.
One way is to set a goal to improve the code, rather than to make it perfect. Blogger Michael Lynch uses the phrase "Aim to bring the code up a letter grade or two" to describe this. If we receive code that is a "C" grade, and we can bump it up to a "B", that is a win, even if there are still issues to be addressed. Chances are the code author will learn something from the feedback and their next set of code will start closer to a "B", making it easier to move it to an "A" in a review. Of course, we want to prioritize the most critical issues to fix.
If only trivial fixes remain in a PR, it is OK to approve it.
Finally, if a PR contains a large number of changes, suggest splitting it into multiple PRs to make it more manageable. Suggesting where to split the code is very helpful in this case.
It is not uncommon for the same issue to appear multiple times in the same PR. Do not waste time re-typing the same comment. A line like "See naming convention comment above" will suffice.
As a general rule, you should only review and provide feedback on those lines that the author changed. This helps to limit the review cycle.
There are some exceptions to this rule, in my opinion:
Sometimes, a Code Review process gets stuck as the Author and Reviewer argue over whether something needs to change. This can prevent the review from moving forward; but, it can also result in tension between the two parties, which may hinder future reviews.
When you recognize a stalemate occurs, the first step should be to discuss it verbally. Code Review communication is usually written, which can sometimes be misinterpreted. Walk over to the other party's desk or schedule a virtual call to talk about the conflict and how to resolve it.
For disagreements on fundamental design decisions, you may need to schedule a formal design review. This was likely something that was missed during the original design.
Consider whether your opinion is worth blocking a PR. Software development contains very little dogma and often there are multiple correct answers to the same problem. If the other party's solution will work, consider conceding your point.
As a last resort, you may need to escalate the conflict to an architect or manager and allow them to resolve it.
The last thing you want is for a Code Review to hold up a Pull Request merge indefinitely.
This should go without saying, but you should always verify that the code works before submitting it for review.
Spend time validating that your code works. Manually run your code. Write automated tests and run them as you make changes to your code. Vary the inputs and consider edge cases and unexpected user actions as you do. A small change can break things unexpectedly and automated tests are great insurance against this.
Code Reviews take time and effort, and you should respect the time and effort that the Reviewer commits to the process. A final scan of your code often reveals obvious problems, such as spelling errors and redundant or unnecessary code. It can even reveal more fundamental problems, such as a bug you missed on the first pass. Taking a few minutes to review your code reduces the time and effort required by the Reviewer. As a bonus, your code will look better to the Reviewer, making them more efficient and encouraging a better relationship.
A Pull Request consists of a set of changes to the code. It should always contain a description of those changes. If you write a clear description of those changes, the Reviewer will know what to look for and their feedback will be more useful.
When responding to feedback, always communicate what you changed in response to that feedback. This will give the Reviewer an idea of what to look for and make it easier for them to read and evaluate your changes.
If anything is unclear in the feedback, solicit more information - either through comments in the PR, via email, or with a verbal conversation. Written communication is sometimes flawed and requires clarification.
As mentioned earlier, you should test your code before submitting it to a reviewer. Much of this can be done automatically using the computer: Compile the code; run all automated unit tests; and use a linter to check the code style against a set of pre-established rules.
The clearer you make your code, the easier it will be to understand. Code comments can be useful, but you must take care to always keep them up to date with the code. The best way to clarify your code is to make it self-documenting. Well-written, self-documenting code will almost always communicate its intent better than code comments.
Spend some time refactoring your code to make it more readable. Here are some examples:
If you have lines of code that perform a property tax calculation, consider putting this into a method with a name like "CalculatePropertyTax". Calling this method is probably much clearer than trying to understand what the calculations do.
If you have a number or code with a specific meaning (for example, a tax rate or department id), assign that value to a constant, a variable, or an enum. It is much easier to read and understand this:
var taxDue = revenue * TAX_RATE
var taxDue = revenue * 0.23
Your goal should be to make the code as readable as possible. Consider questions the Reviewer might have and strive to make the code answer those questions.
I have seen too many Pull Requests that make a plethora of changes. It is best to create a Pull Request that only makes one change to the system (although you may choose to implement that change using multiple functions). If you are adding a new feature and fixing a bug, split these into two PRs. If you are changing two distinct parts of the system, split these into two PRs. Large PRs are confusing and overwhelming. The time and effort to review two PRs is almost always less than the time to review one large PR.
Breaking up large changesets can narrow the scope of your change, making each one easier to understand and review.
Sometimes, we create Pull Requests for non-functional changes, such as changing the formatting of our code. These often affect every line in a file. These should always be submitted as their own changeset. If we combine these changes with functional changes, it makes it nearly impossible to determine which lines had a functional change.
Code reviews can be a source of conflict. Code Authors often feel an ownership of the code they write to the point that they perceive any criticism of their code as a criticism of themselves. Avoid this outlook. Separate yourself from your code and do not take constructive feedback personally. It will be better for your mental health, and it will allow you to look more objectively at how you can improve your code. Respond graciously to the Reviewer's feedback. You both have the same goal: to improve the quality of the codebase. Keeping your cool can be especially difficult when you know the Reviewer is mistaken. Reviewers are human and they are allowed to be wrong sometimes and you should be patient when this happens. Consider that a lack of clarity in your code may be a source of a Reviewer's mistake and strive to address this.
Recognize there are multiple right ways to do almost everything in software development. If you are both correct, it will save time and effort to skip the debate and agree with the Reviewer.
This is similar to advice to the Code Reviewer. Delaying the time between receiving feedback and responding/working on the feedback slows down the entire process. The sooner you work on changes, the fresher will be the original code in your mind. The sooner you re-submit your changes, the more fresh will be the feedback in the mind of the Reviewer. This can be a challenge if you have begun some other work; but recognize that there are significant benefits to responding quickly to code review feedback.
Code Reviews have become an important part of most of the projects on which I work, yet I remember a time before I even knew such a thing existed.
These days, code reviews are almost ubiquitous on my software projects. They help us address weaknesses among developers and reviewers, enforce compliance with coding standards, and improve the quality of our codebase.
If we can catch bugs before they go into production, we can save ourselves embarrassment, time, and money. A good code review process helps us achieve that.
There are challenges to a good code review, but these challenges can be addressed with a bit of effort on the part of both the author and the reviewer.
Note: Some of the ideas in this article were drawn from the following articles by Michael Lynch: "How to Make Your Code Reviewer Fall in Love with You" and "How to Do Code Reviews Like a Human". Derivation of these ideas are used under the CC BY 4.0 License.
This video shows the basics of node.js and walks you through creating a simple node.js web application
Henning Rauch and Vincent-Philippe Lauzon are engineers on the Azure Data Explorer team. They tell us about the purpose of this database and how to use it to store massive amounts of data with high performance.
"The Luckiest" is the story of two best friends - one of whom is dying. Lissette is diagnosed with an incurable degenerative disease that will leave her unable to control her muscles until she dies of suffocation. Peter is her friend, who tries to support her and is sometimes successful. Lissette's overbearing and loving mother is the only other character in the play.
A trio of actors, along with director Cody Estle brought Melissa Ross's play to The Raven Theatre, where I saw Friday evening's performance.
Christopher Wayland and Tara Mallen are excellent as Lissette's friend and mother, respectively; but it is Cassidy Slaughter-Mason who steals the show with an emotional performance as Lissette. She quickly and tastefully changes from able-bodied to disabled in this show - a necessity, as the story is told non-linearly. The Raven is small enough that audience members can clearly see Ms. Slaughter-Mason crying real tears during several emotional scenes.
I am old enough to have lost people I love. Some went quickly and some lingered slowly. I am fortunate to have had the time to say goodbye to some of them. Some faced their death with fear and some with courage, but most with a combination of the two. This play captured that mix of feelings among the dying and among those close to the dying. We each deal with tragedy in our own way, whether it is for ourselves or for those we love.
"The Luckiest" is awkward and it is sad, and it is funny, and it is always touching.
"The Voyages of Doctor Dolittle" is Hugh Lofting's second book about the famous doctor with the ability to talk with animals. I was surprised by how much longer this book is than his debut novel - "The Story of Doctor Dolittle".
Tommy Stubbins - a young boy in Dolittle's hometown of Puddleyby on the Marsh - befriends the Doctor and narrates this story. Dolittle takes Stubbins as a ward and apprentice, teaching him to read and to talk with animals and to learn as much as the Doctor can teach him.
After helping with the murder charge acquittal of a local hermit (by translating the testimony of the hermit's dog), the Doctor and Stubbins set out on an adventure to an island off the coast of South America to find and rescue Dolittle's friend Long Arrow, who happens to be the second greatest naturalist in the world.
This is a fun ride filled with characters and adventures. Many scenes in this book found their way into the Rex Harrison movie that I loved as a child. Reading about the dog who testified at a trial and the shipwreck, and the floating island and the great glass sea snail was like revisiting an old friend after decades apart.
In some ways, "Voyages" is progressive for a book written a hundred years ago. While visiting Spain, Dolittle challenges the cruelty of the sport of bullfighting; and he befriends natives of South America and sub-Saharan Africa and treats them with respect. But one cannot ignore that the author treats these races as primitive savages, and they are saved by the white doctor - a philosophy used by many to rationalize centuries of European imperialism. If you can look past this and consider the time in which Lofting wrote his story, it is much easier to enjoy.
Like many of us, Sarah Sexton felt the mental burden of dealing with the isolation and risks of the COVID pandemic. Playing the social simulation game Animal Crossing: New Horizons gave her one way to cope with the stress. She discusses how this helped her to stay connected with friends, keep her mind focused, and manage her stress.
For anybody who plays Animal Crossing: New Horizons™️, here's Sarah's info:
"Thanks for watching!" -Sarah
Lois McMaster Bujold has never been shy about bringing sexuality into her stories. In her novels about Miles Vorkosigan and the futuristic galaxy in which she sets his adventures, Bujold has told of a planet inhabited entirely by male homosexuals, a race of hermaphrodites, and sexual affairs with genetically altered beings.
In her latest novel - "Gentleman Jole and the Red Queen" - she reveals that Miles's father - the late Aral Vorkosigan - was bisexual. In their younger days, both Aral and his wife Cordelia had an affair with Ensign Oliver Jole. This was hinted at in earlier novels but confirmed here. Aral and Cordelia were each aware of and supportive of their partner's extramarital needs and their marriage remained strong after the affairs.
It is now three years after Aral's death. Oliver is an Admiral and Cordelia is a high-ranking government official and the two have rekindled their friendship and their romantic involvement. This new phase of their relationship begins when Cordelia announces that she plans to become a mother using frozen gametes provided by Aral before his death. She offers some of these to Oliver, so he can father a child with Aral's DNA. The sci-fi child-bearing technology can be confusing, but it all seems plausible in Bujold's universe. This book continues a common theme of the series: ethical questions that arise from new technologies.
This series has always focused on the growth of Miles as he moves through the phases of his life. Although he is a minor character in this one, we still see that growth. A middle-aged Miles is wrestling with the responsibilities of his fatherhood and struggling to understand the needs of his mother.
Cordelia has always been an important character in the series. She has influenced the character of both Aral and Miles, but she has mostly done so in the background. Miles and (to a lesser extent Aral) drove the stories. But she takes charge in this book, governing a planet, defining her relationship with Oliver, and helping a middle-aged Miles understand her relationship and her need to move forward with her life following the death of her husband.
Like most Vorkosigan novels, this is an adventure story and a character study. But it is also a love story and a story about starting over and moving on after losing a loved one. Its theme of sex and romance among older people resonated with me, as I am a single man in (probably) the final third of my life.
I do not know if this is Bujold's final Vorkosigan story; but, if it is, she has concluded on a strong note.
Lois McMaster Bujold's "Labyrinth" is a novella set in the Vorkosigan universe - one she created to hold the adventures of her hero Miles Vorkosigan.
While on a mission to the corrupt planet Jackson's Whole, Miles discovers Taura - the failed result of a genetic experiment to create a super-soldier. Taura is eight feet tall, capable of great violence and her fangs and claws give her an appearance that is more than a little frightening; but Miles senses a gentleness and sensitivity in Taura and takes pity on her mistreatment and imprisonment. He also needs some of the genetic material hidden in her calf to complete his mission. When Miles is captured, he and Taura form an unlikely couple as they plan their escape.
A version of this story appears within the novel "Borders of Infinity", but I had forgotten most of it in the five years since reading that collection, so it seemed fresh to me. In any event, the story stands on its own.
It shows off Miles's spirit of adventure, his resourcefulness, and his character. In later stories, Taura shows fierce loyalty to Miles because he was faithful to her. He not only saw past her outward appearance to the beauty within, but he kept his promise to rescue her.
This is a brief but significant story in the saga.
Today I am grateful to sit in a coffee shop and read a book for a couple hours yesterday afternoon.
Today I am grateful for 500 subscribers to my GCast YouTube channel
Today I am grateful for an informative conversation with Dave yesterday.
Today I am grateful for coffee with Adam yesterday.
Today I am grateful to see Joe Lovano perform on my first visit to the Village Vanguard.
Today I am grateful for my first visit to the Museum of Modern Art yesterday
Today I am grateful to all the excellent mothers who make this world a better place
Today I am grateful to the hotel that mailed back to me the library book I left in my room.
Today I am grateful for supportive conversations with Shahed, Nick, and Tony
Today I am grateful to talk about the tech community yesterday with Eric
Today I am grateful for warm weather in Chicago
Today I am grateful to arrive safely in Tampa.
Today I am grateful to meet so many of my current and future family yesterday.
Today I am grateful for a rehearsal lunch and an evening get-together last night in Tampa.
Today I am grateful
-to attend the wedding of my son Nick
-to welcome Adriana into our family
-for a wonderful 4 days in Tampa
Today I am grateful
-to arrive safely in Seattle after a full day of flying
-for dinner last night with my team
Today I am grateful for a day of hacking in Seattle
Today I am grateful for dinner with Glenn and his daughter last night.
Today I am grateful for an evening at the Seattle Aquarium
Today I am grateful for dinner with Ted last night.
Today I am grateful for breakfast with Josh yesterday
Today I am grateful for breakfast yesterday with Dave, Sue, Debora, and Gary
Today I am grateful for a gift of Hello Fresh meals from my son and daughter-in-law
Today I am grateful for a conversation with Tim yesterday for the first time in years
Today I am grateful to connect and talk with Tiberiu yesterday.
Today I am grateful to see the SteelDrivers in concert last night.
Today I am grateful to accept an offer of a new job at Microsoft.
Today I am grateful to see a production of "Spring Awakening" yesterday at the Ruth Page Center for the Arts.
Today I am grateful to all the men and women who gave their lives in defense of our country.
Today I am grateful for a 3-day weekend
Today I am grateful for a fresh start
Today I am grateful for many good wishes the past few days
Today I am grateful for pizza with Tim last night
Today I am grateful to see a performance of "Rasheeda Speaking" at Theater Wit last night.
Today I am grateful to sit on the patio at Fitzgerald's listening to live music yesterday afternoon.
Sometimes, the last few pages overshadow the rest of a book - even when those pages have nothing to do with the rest of the story.
In "Cryoburn", Lois McMaster Bujold continues the adventure of Miles Vorkosigan, the diminutive galactic Lord and Imperial Auditor.
After being drugged and kidnapped while investigating corruption on the planet Kibou-daini, Miles awakens in a semi-abandoned building to discover a plot to cover up corporate bungling that will result in the death of thousands. He is rescued by Jin, an orphan and runaway, who is hiding in an underground operation that uses technology to "freeze" the terminally ill until a cure for their disease can be found.
McMaster takes us on a fun journey as Miles tries to unravel the conspiracy on this planet. He is assisted by Jin and by armsman Roic, Miles's right-hand man.
Although Miles is the focus of much of the story, the point of view switches mostly between Jin and Roic. The narrative is in the third person, but the language changes depending on the point of view. Most notably, Roic, refers to Miles as m'lord, while Jin calls him Miles-san.
This is the first time I remember an ethnicity or culture from Earth influencing the story, but it is clear from the names and the language that Kibou-daini is populated by the descendants of the people of Japan.
Bujold drops a bombshell at the end of the story that probably deserves more buildup; but her technique mirrors the random ways that major life events often strike in our lives, so it works.
"Cryoburn" works as a detective story, an adventure story, a science fiction story, and a story of corruption and class struggles.
But it is the final chapter that stays with me.
OpenTelemetry is a set of standards, SDKs and tools that allow us to implement tracing in a distributed system.
Microsoft Engineer Dasith Wijesiriwardena describes how we can use OpenTelemetry to improve observability and make it easier to analyze distributed applications.