Recently we worked on a case where the Power BI refreshes were failing intermittently. 90% of time, things would work just fine, but sporadically our customer would see similar errors to the one below
”Execution Timeout Expired” suggests a problem with a Command Timeout. A common misconception is to use connection vs command concepts interchangeably.
Command timeout setting is the wait time before terminating the attempt to execute a command (query).
Connection timeout is the wait time before terminating the attempt to establish a connection with SQL Server.
We can identify command timeouts via query store with sys.query_store_runtime_stats using the execution_type or execution_type_desc column.
Part of the complexity with this case was that there were many unrelated timeouts with multiple applications across the board and Power BI data refreshes running consistently all day long, so we had the needle in a haystack dilemma.
Some timestamps in the Power BI logs will be presented as local timezone while others are displayed in UTC. Be certain on the time zone of the particular timestamp you are researching to have correct facts to continue with the investigation.
In this support case, our customer didn’t manually code the queries. They relied on Power BI Desktop to automatically build the queries that they needed for their dataset, so we didn’t have the query text available to match against a query hash and track down the executions via Query Store.
Fortunately, Power BI Desktop has a built-in tracing mechanism.
Once you have the report you can open it with Power BI desktop and set up the diagnostics collection
After you have configured tracing, you can perform a manual refresh with Power BI Desktop and then proceed to inspect the log files.
These files are located by default on the %LOCALAPPDATA%\Microsoft\Power BI Desktop\Traces folder
The log files will have the queries that Power BI sent to the database. Also, we can see the command timeout set by Power BI on each query execution. I observed in my testing that the default is set to 10 minutes. However, you can override the default in Power BI desktop using the advanced options
Using the PowerShell script below, I extracted all the queries from the log files to a single text file
The queries are straightforward, mostly they are getting rows from each table that was selected for the dataset as well as metadata attributes of the schema (tables, columns, indexes, etc.)
After getting the query text we generated an estimated query plan for each one and inspected the properties window to get the query hash generated by the SQL engine.
Using the query hash, we reviewed “sys.query_store_runtime_stats” checking for timeouts. Interestingly the queries timing out were only extracting metadata information and not the actual data from the user defined tables. Reviewing sys.query_store_wait_stats we saw that the main wait was on a lock.
As this problem happened intermittently and not knowing when the issue may surface again. We turned to a fantastic free and open-source tool sp_whoisactive written by Adam Machanic.
This stored procedure can be used to check what is running right now on the database. It has many options that can be toggled via parameters. It has a very convenient parameter to help us analyze the blocking chain and a parameter to capture the output to a table for post-mortem analysis.
Using an on prem SQL Server that the customer had in their infrastructure we created a linked server to Azure SQL Database and using the SQL agent on premises we created a job running every 10 minutes to capture the output of sp_whoisactive.
After a few days passed by, the issue surfaced again and we checked the table where we stored the output of sp_whoisactive.
We observed a similar pattern like the one below which I reproduced in my lab
There was a lead blocker session executing a long running query issued from one of our customer's applications, that was blocking a truncate statement issued by the same application which in turn was blocking the Power BI query (program name = "Mashup engine"). Once the execution timeout expired Power BI terminated the connection and sent the error to the end user.
With sp_whoisactive we can see that these sessions hold incompatible locks hence why the query has to wait for the release of the lock
At this point the customer turned their attention to the lead blocker query to optimize it and reduce the impact of the blockings
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Azure Container Apps offers a powerful feature through labels and traffic splitting that can help developers easily manage multiple versions of an app, route traffic based on different environments, and enable controlled feature testing without disrupting live users.
\n
In this blog, we'll walk through a practical scenario where we deploy an experimental feature in a staging revision, test it with internal developers, and then switch the feature to production once it’s validated. We'll use Azure Container Apps labels and traffic splitting to achieve this seamless deployment process.
","body":"
Introduction
\n
In modern cloud applications, managing different environments (such as development, staging, and production) is crucial for ensuring smooth deployment and testing workflows.
\n
Azure Container Apps offers a powerful feature through labels and traffic splitting that can help developers easily manage multiple versions of an app, route traffic based on different environments, and enable controlled feature testing without disrupting live users.
\n
In this blog, we'll walk through a practical scenario where we deploy an experimental feature in a staging revision, test it with internal developers, and then switch the feature to production once it’s validated. We'll use Azure Container Apps labels and traffic splitting to achieve this seamless deployment process.
\n
Note: labels is a feature that can be leveraged with multi-revision mode.
\n
Overview
\n
\n
Staging Revision: We will deploy the experimental feature in the staging revision and set the FEATURE_FLAG=true. This will allow internal developers to test the feature, while external traffic will still be routed to the production revision.
\n
Production Revision: The production revision will have the feature disabled FEATURE_FLAG=false to ensure stability for users. Initially, 100% of the traffic will be routed to the production revision.
\n
Testing Phase: During testing, internal users or developers will access the staging revision using a label based URL based on the label staging, while external users will access the main app URL and land on the production revision.
\n
Switching to Production: After testing is completed, the staging and production revisions will be swapped using the revision labels and traffic split feature so that the feature goes live in production without any downtime.
\n
\n
Step-by-Step guide to set up Label-based Routing and Feature-Testing:
\n\n
Create the Application Code:
\n\n
Create a Node.js application that includes a feature (FEATURE_FLAG) that we want to test in the staging environment. The feature will be controlled through code, the value of FEATURE_FLAG will be configured as true in staging and false in production. Refer to the snippet below:
\n
//add this to your app.js\n\nconst featureFlag = process.env.FEATURE_FLAG || 'true';\n\napp.get('/', (req, res) => {\n if (featureFlag === 'true') {\n res.send('Feature is enabled!');\n } else {\n res.send('Feature is disabled.');\n }\n});
\n
Create a Dockerfile to Containerize the Application and push the images to ACR with v1 and v2 tags for production and staging respectively. For sample code please refer to ashh0710/Node-feature_flag
\n\n
Deploy the Application to Azure Container Apps:
\n\n
Now, let’s deploy the app to Azure Container Apps, first creating the staging environment, followed by production.
\n
Deploy Production Revision
\n
We deploy the production revision with the feature disabled (FEATURE_FLAG=false), ensuring that the app in production remains stable:
Traffic Routing to Production and Testing in Staging:
\n\n
At this point, 100% of the traffic is routed to the production revision while staging remains used for internal testing. When users visit the main app URL (my-container-app-prod.azurecontainerapps.io), they see the stable production version with FEATURE_FLAG=false.
\n
az containerapp ingress traffic set \\\n--name my-container-app-prod \\\n--resource-group<your-resource-group> \\\n--label-weight production=100 staging=0
\n
Now, users accessing the main app URL will land on the production label revision with 100% traffic weight by default (my-container-app-prod.azurecontainerapps.io). Meanwhile, internal developers or testers can access the staging revision using the label based staging URL (my-container-app-staging.azurecontainerapps.io),where the feature is enabled (FEATURE_FLAG=true).
\n
\n
Browsing the main app url:
\n\n
Browsing the production label url:
\n\n
Browsing the staging label url:
\n
\n\n\n
Switch Traffic between staging and production after testing
\n\n
Once the experimental feature is fully tested in staging, and you're ready to move it to production, you can easily switch the traffic and labels.
\n
Swap Labels Between Staging and Production
\n
Finally, swap the labels between the staging and production revisions so that staging becomes production:
\n
az containerapp revision label swap \\\n--name my-containerapp \\\n--resource-group MyResourceGroup \\\n--source production \\\n--target staging
\n
\n
Revision details for production after swapping:
\n\n
\n
Revision details for staging after swapping:
\n\n
This will effectively swap the staging and production environments.
\n\n
Final Traffic Routing to Production
\n\n
Once the revisions have been swapped, you can set the traffic to 100% production again, ensuring that all users are now accessing the updated production version of the app with the experimental feature enabled.
\n
\n
az containerapp ingress traffic set \\\n--name my-container-app-prod \\\n--resource-group<your-resource-group> \\\n--label-weight production=100 staging=0\n
\n
Browsing the main app url:
\n\n
Browsing the production label url:
\n
\n\n
Browsing the staging label url:
\n\n
Why Label-Based URLs Are Preferred Over Revision URLs
\n
\n
Label-based URLs in Azure Container Apps simplify traffic routing by using meaningful labels like production or staging, making it easier to manage different environments. Unlike revision URLs, which require manual management of unique URLs for each revision, label-based routing offers better scalability and flexibility, especially for feature testing and controlled rollouts.
\n
By leveraging Azure Container Apps labels and traffic splitting, you can efficiently manage and route traffic between staging and production environments without disrupting live users, isolated testing, and smooth transitions of tested features to production. The use of label-based URLs ensures clear separation between internal testing and external user access, making it easier to validate changes and safely roll them out.
\n
In CI/CD workflows, label-based URLs streamline automation by dynamically routing traffic based on environment labels. This reduces the need for manual URL updates, making deployments smoother and less error-prone.
\n
\n
In summary, label-based URLs are easier to manage, and ideal for CI/CD pipelines, offering better control over traffic, feature testing, and production deployments.
","body@stringLength":"18847","rawBody":"
Introduction
\n
In modern cloud applications, managing different environments (such as development, staging, and production) is crucial for ensuring smooth deployment and testing workflows.
\n
Azure Container Apps offers a powerful feature through labels and traffic splitting that can help developers easily manage multiple versions of an app, route traffic based on different environments, and enable controlled feature testing without disrupting live users.
\n
In this blog, we'll walk through a practical scenario where we deploy an experimental feature in a staging revision, test it with internal developers, and then switch the feature to production once it’s validated. We'll use Azure Container Apps labels and traffic splitting to achieve this seamless deployment process.
\n
Note: labels is a feature that can be leveraged with multi-revision mode.
\n
Overview
\n
\n
Staging Revision: We will deploy the experimental feature in the staging revision and set the FEATURE_FLAG=true. This will allow internal developers to test the feature, while external traffic will still be routed to the production revision.
\n
Production Revision: The production revision will have the feature disabled FEATURE_FLAG=false to ensure stability for users. Initially, 100% of the traffic will be routed to the production revision.
\n
Testing Phase: During testing, internal users or developers will access the staging revision using a label based URL based on the label staging, while external users will access the main app URL and land on the production revision.
\n
Switching to Production: After testing is completed, the staging and production revisions will be swapped using the revision labels and traffic split feature so that the feature goes live in production without any downtime.
\n
\n
Step-by-Step guide to set up Label-based Routing and Feature-Testing:
\n\n
Create the Application Code:
\n\n
Create a Node.js application that includes a feature (FEATURE_FLAG) that we want to test in the staging environment. The feature will be controlled through code, the value of FEATURE_FLAG will be configured as true in staging and false in production. Refer to the snippet below:
\n//add this to your app.js\n\nconst featureFlag = process.env.FEATURE_FLAG || 'true';\n\napp.get('/', (req, res) => {\n if (featureFlag === 'true') {\n res.send('Feature is enabled!');\n } else {\n res.send('Feature is disabled.');\n }\n});\n
Create a Dockerfile to Containerize the Application and push the images to ACR with v1 and v2 tags for production and staging respectively. For sample code please refer to ashh0710/Node-feature_flag
\n\n
Deploy the Application to Azure Container Apps:
\n\n
Now, let’s deploy the app to Azure Container Apps, first creating the staging environment, followed by production.
\n
Deploy Production Revision
\n
We deploy the production revision with the feature disabled (FEATURE_FLAG=false), ensuring that the app in production remains stable:
Traffic Routing to Production and Testing in Staging:
\n\n
At this point, 100% of the traffic is routed to the production revision while staging remains used for internal testing. When users visit the main app URL (my-container-app-prod.azurecontainerapps.io), they see the stable production version with FEATURE_FLAG=false.
Now, users accessing the main app URL will land on the production label revision with 100% traffic weight by default (my-container-app-prod.azurecontainerapps.io). Meanwhile, internal developers or testers can access the staging revision using the label based staging URL (my-container-app-staging.azurecontainerapps.io),where the feature is enabled (FEATURE_FLAG=true).
\n
\n
Browsing the main app url:
\n\n
Browsing the production label url:
\n\n
Browsing the staging label url:
\n
\n\n\n
Switch Traffic between staging and production after testing
\n\n
Once the experimental feature is fully tested in staging, and you're ready to move it to production, you can easily switch the traffic and labels.
\n
Swap Labels Between Staging and Production
\n
Finally, swap the labels between the staging and production revisions so that staging becomes production:
This will effectively swap the staging and production environments.
\n\n
Final Traffic Routing to Production
\n\n
Once the revisions have been swapped, you can set the traffic to 100% production again, ensuring that all users are now accessing the updated production version of the app with the experimental feature enabled.
Why Label-Based URLs Are Preferred Over Revision URLs
\n
\n
Label-based URLs in Azure Container Apps simplify traffic routing by using meaningful labels like production or staging, making it easier to manage different environments. Unlike revision URLs, which require manual management of unique URLs for each revision, label-based routing offers better scalability and flexibility, especially for feature testing and controlled rollouts.
\n
By leveraging Azure Container Apps labels and traffic splitting, you can efficiently manage and route traffic between staging and production environments without disrupting live users, isolated testing, and smooth transitions of tested features to production. The use of label-based URLs ensures clear separation between internal testing and external user access, making it easier to validate changes and safely roll them out.
\n
In CI/CD workflows, label-based URLs streamline automation by dynamically routing traffic based on environment labels. This reduces the need for manual URL updates, making deployments smoother and less error-prone.
\n
\n
In summary, label-based URLs are easier to manage, and ideal for CI/CD pipelines, offering better control over traffic, feature testing, and production deployments.
Azure Container Apps offers a powerful feature through labels and traffic splitting that can help developers easily manage multiple versions of an app, route traffic based on different environments, and enable controlled feature testing without disrupting live users.
\n
In this blog, we'll walk through a practical scenario where we deploy an experimental feature in a staging revision, test it with internal developers, and then switch the feature to production once it’s validated. We'll use Azure Container Apps labels and traffic splitting to achieve this seamless deployment process.
","introduction":"In today's digital landscape, efficient application deployment is key. Azure Container Apps Labels provide a powerful solution for environment-based routing and feature testing. They help developers manage different environments, conduct A/B testing, and ensure smooth feature rollouts. Learn how these labels can enhance your development process and drive 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Very Insightful! Thanks for sharing the knowledge :)
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