# Content candidates

Generated 2026-08-21 from the public watch streams. These links are research candidates, not
approved guidance. Verify each claim against official documentation before you use it.

## Community Technical Blog

- [Triggered vs. Continuous Mode: A Deep Dive into Serverless Lakeflow Spark Declarative Pipelines](https://community.databricks.com/t5/technical-blog/triggered-vs-continuous-mode-a-deep-dive-into-serverless/ba-p/164327)
- [How to Build, Test, and Ship SQL Pipelines on Databricks](https://community.databricks.com/t5/technical-blog/how-to-build-test-and-ship-sql-pipelines-on-databricks/ba-p/164517)
- [Building a Production LangGraph Agent on Databricks - NorthStar Brand Copilot](https://community.databricks.com/t5/technical-blog/building-a-production-langgraph-agent-on-databricks-northstar/ba-p/162634)
- [Building Custom Apps on Lakehouse](https://community.databricks.com/t5/technical-blog/building-custom-apps-on-lakehouse/ba-p/164990)
- [Plug & Play: Zerobus Ingest Now Supports Apache Kafka® Compatible APIs (Beta)](https://community.databricks.com/t5/technical-blog/plug-amp-play-zerobus-ingest-now-supports-apache-kafka/ba-p/165102)
- [Load Testing Databricks SQL Warehouses with JMeter — Part 3: Running and Analyzing Results](https://community.databricks.com/t5/technical-blog/load-testing-databricks-sql-warehouses-with-jmeter-part-3/ba-p/164554)
- [Load Testing Databricks SQL Warehouses with JMeter — Part 2: Concurrency and the Test Plan](https://community.databricks.com/t5/technical-blog/load-testing-databricks-sql-warehouses-with-jmeter-part-2/ba-p/164542)
- [Load Testing Databricks SQL Warehouses with JMeter — Part 1: Inputs and Configuration](https://community.databricks.com/t5/technical-blog/load-testing-databricks-sql-warehouses-with-jmeter-part-1-inputs/ba-p/164534)
- [Try the new Zerobus Rescue Column: Choose-Your-Own-Adventure Schema Management (Beta)](https://community.databricks.com/t5/technical-blog/try-the-new-zerobus-rescue-column-choose-your-own-adventure/ba-p/164413)
- [From Experiment to Prod: LakeFlow Spark Declarative Pipelines Testing Blueprint](https://community.databricks.com/t5/technical-blog/from-experiment-to-prod-lakeflow-spark-declarative-pipelines/ba-p/164292)
- [Serve Tableau Reports Directly from Databricks SQL](https://community.databricks.com/t5/technical-blog/serve-tableau-reports-directly-from-databricks-sql/ba-p/164139)
- [When Milliseconds Matter: Databricks Powers the Next Generation of Operational Workloads](https://community.databricks.com/t5/technical-blog/when-milliseconds-matter-databricks-powers-the-next-generation/ba-p/160921)

## Databricks Community discussions

- [Power BI dashboards using Direct Lake](https://community.databricks.com/t5/data-engineering/power-bi-dashboards-using-direct-lake/m-p/166167#M55537)
- [Questions about "Store OpenTelemetry traces in Unity Catalog"](https://community.databricks.com/t5/generative-ai/questions-about-quot-store-opentelemetry-traces-in-unity-catalog/m-p/166096#M2015)
- [Using autoloader with multiple object types in load path](https://community.databricks.com/t5/data-engineering/using-autoloader-with-multiple-object-types-in-load-path/m-p/166090#M55527)
- [Streaming Doesn't Mean Your Compute Needs to Run Forever](https://community.databricks.com/t5/data-engineering/streaming-doesn-t-mean-your-compute-needs-to-run-forever/m-p/166077#M55524)
- [Bedrock and Genie](https://community.databricks.com/t5/generative-ai/bedrock-and-genie/m-p/166000#M2014)
- [Microsoft Fabric One and Databricks Unity Catalog — Bidirectional Access Without Data Movement](https://community.databricks.com/t5/administration-architecture/microsoft-fabric-one-and-databricks-unity-catalog-bidirectional/m-p/165986#M5529)
- [Databricks delta tables and Iceberg](https://community.databricks.com/t5/data-engineering/databricks-delta-tables-and-iceberg/m-p/165970#M55508)
- [how to enable column level lineage in databricks](https://community.databricks.com/t5/data-engineering/how-to-enable-column-level-lineage-in-databricks/m-p/165923#M55499)
- [Account Console environment for demonstrating workspace management capabilities to clients?](https://community.databricks.com/t5/administration-architecture/account-console-environment-for-demonstrating-workspace/m-p/165867#M5526)
- [Azure Databricks Serverless Compute Unable to Connect to Azure SQL MI Using Failover Group FQDN via](https://community.databricks.com/t5/administration-architecture/azure-databricks-serverless-compute-unable-to-connect-to-azure/m-p/165820#M5524)
- [Databricks streamlit app with write back capability and audit trail display](https://community.databricks.com/t5/warehousing-analytics/databricks-streamlit-app-with-write-back-capability-and-audit/m-p/165538#M2687)
- [Unity Catalog Metric Views to be accessible to Custom Apps outside of DBX environment](https://community.databricks.com/t5/administration-architecture/unity-catalog-metric-views-to-be-accessible-to-custom-apps/m-p/165520#M5511)

## Practitioner discussions

- [Is Databricks and Fabric overtaking Snowflake?](https://www.reddit.com/r/dataengineering/comments/1v5az7r/is_databricks_and_fabric_overtaking_snowflake/)
- [Lost track of Databricks product renames? Here's a community tracker](https://www.reddit.com/r/databricks/comments/1v1jrkr/lost_track_of_databricks_product_renames_heres_a/)
- [An Example of How Much It Costs to Build a Dashboard or Semantic Model Using Databricks Genie Code](https://www.reddit.com/r/databricks/comments/1v9wh6e/an_example_of_how_much_it_costs_to_build_a/)
- [I couldn't find a practical Data Mesh guide for Databricks, so I wrote one](https://www.reddit.com/r/databricks/comments/1vkheym/i_couldnt_find_a_practical_data_mesh_guide_for/)
- [Open sourcing the Apache Spark skills we used on OpenAI’s data platform](https://www.reddit.com/r/dataengineering/comments/1vlssrf/open_sourcing_the_apache_spark_skills_we_used_on/)
- [Lakehouse RT vs. SQL Warehouse](https://www.reddit.com/r/databricks/comments/1vglttu/lakehouse_rt_vs_sql_warehouse/)
- [Genie One is cost effective ChatGPT - but for businesses](https://www.reddit.com/r/databricks/comments/1vq41zc/genie_one_is_cost_effective_chatgpt_but_for/)
- [Databricks is leading the way in real-time data - so why is the billing still living in the past?](https://www.reddit.com/r/databricks/comments/1vaw6nq/databricks_is_leading_the_way_in_realtime_data_so/)
- [To what extent do Data Engineers need to master Agentic AI?](https://www.reddit.com/r/dataengineering/comments/1veriag/to_what_extent_do_data_engineers_need_to_master/)
- [Operational feedbacks on Databricks vs. Snowflake](https://www.reddit.com/r/dataengineering/comments/1vo4ss4/operational_feedbacks_on_databricks_vs_snowflake/)
- [What would you change in a Databricks architecture built 2–3 years ago?](https://www.reddit.com/r/databricks/comments/1vn30z2/what_would_you_change_in_a_databricks/)
- [🔴 Unity AI Gateway is Generally Available. 🔴](https://www.reddit.com/r/databricks/comments/1vfluk6/unity_ai_gateway_is_generally_available/)

## Azure releases

- [Lakebase available in four new Azure regions](https://learn.microsoft.com/azure/databricks/release-notes/product/2026/august#lakebase-available-in-four-new-azure-regions)
- [Upcoming deprecation of the data quality monitoring downstream_impact column](https://learn.microsoft.com/azure/databricks/release-notes/whats-coming#upcoming-deprecation-of-the-data-quality-monitoring-downstream_impact-column)
- [Upcoming deprecation of the data quality monitoring root_cause_analysis column](https://learn.microsoft.com/azure/databricks/release-notes/whats-coming#upcoming-deprecation-of-the-data-quality-monitoring-root_cause_analysis-column)
- [Session restore for serverless jobs is now in Beta](https://learn.microsoft.com/azure/databricks/release-notes/product/2026/august#session-restore-for-serverless-jobs-is-now-in-beta)
- [Base environments are now supported on classic compute (Beta)](https://learn.microsoft.com/azure/databricks/release-notes/product/2026/august#base-environments-are-now-supported-on-classic-compute-beta)
- [Identity attributes in ABAC column mask policies (Beta)](https://learn.microsoft.com/azure/databricks/release-notes/product/2026/august#identity-attributes-in-abac-column-mask-policies-beta)
- [Workiva connector (Beta)](https://learn.microsoft.com/azure/databricks/release-notes/product/2026/august#workiva-connector-beta)
- [Sharing managed Iceberg tables is now generally available](https://learn.microsoft.com/azure/databricks/release-notes/product/2026/august#sharing-managed-iceberg-tables-is-now-generally-available)
- [Genie Code supports file uploads](https://learn.microsoft.com/azure/databricks/release-notes/product/2026/august#genie-code-supports-file-uploads)
- [Sharing tables backed by default storage will be enabled by default for all accounts](https://learn.microsoft.com/azure/databricks/release-notes/whats-coming#sharing-tables-backed-by-default-storage-will-be-enabled-by-default-for-all-accounts)
- [Expanded networking billing for OpenSharing SecureConnect](https://learn.microsoft.com/azure/databricks/release-notes/whats-coming#expanded-networking-billing-for-opensharing-secureconnect)
- [OpenSharing SecureConnect will be available by default for all accounts](https://learn.microsoft.com/azure/databricks/release-notes/whats-coming#opensharing-secureconnect-will-be-available-by-default-for-all-accounts)

## Search-demand gaps with material already here

| Search | Write from |
|---|---|
| sql server to databricks data type mapping | [SQL Server migration](migrations/sql-server-to-databricks.md) |
| azure databricks infrastructure as code | [Reddit source: platform lessons](lessons-learned/things-you-wish-you-knew.md) |
| azure databricks unity catalog audit log | [PII and ABAC governance](best-practices/governance-pii-abac.md) |
| databricks asset bundles (dabs) | [Terraform and DABs](best-practices/terraform-vs-dabs.md) |
| databricks infra as code | [Reddit source: platform lessons](lessons-learned/things-you-wish-you-knew.md) |
| data migration from synapse to databricks | [Azure Synapse migration](migrations/azure-synapse-to-databricks.md) |
| unity catalog access control list | [Unity Catalog grants](best-practices/unity-catalog-grants.md) |
| unity catalog ai governance | [PII and ABAC governance](best-practices/governance-pii-abac.md) |
| microsoft sql server to databricks migration guide | [SQL Server migration](migrations/sql-server-to-databricks.md) |
| unity catalog fine grained access control | [PII and ABAC governance](best-practices/governance-pii-abac.md) |
| unity catalog access control | [Unity Catalog grants](best-practices/unity-catalog-grants.md) |
| databricks unity catalog access control | [Unity Catalog grants](best-practices/unity-catalog-grants.md) |
| databricks asset bundles resources | [Terraform and DABs](best-practices/terraform-vs-dabs.md) |
| databricks asset bundles new name | [Terraform and DABs](best-practices/terraform-vs-dabs.md) |
| sql server to azure databricks | [SQL Server migration](migrations/sql-server-to-databricks.md) |
| unity catalog governance databricks | [PII and ABAC governance](best-practices/governance-pii-abac.md) |
| sql server to databricks migration guide | [SQL Server migration](migrations/sql-server-to-databricks.md) |
| unity catalog permission inheritance model | [Unity Catalog grants](best-practices/unity-catalog-grants.md) |
| sql server to databricks migration | [SQL Server migration](migrations/sql-server-to-databricks.md) |
| sql server cdc to databricks | [SQL Server migration](migrations/sql-server-to-databricks.md) |