Lakebridge can assess an Alteryx estate, but the current support matrix does not list Alteryx for automated conversion or direct reconciliation. A safe migration therefore combines Lakebridge assessment with deliberate redesign, native Databricks eng...
From RAG Demo to Production on Databricks: 7 Things Teams Should Validate FirstBy Naveen AyallaMany teams can build a RAG demo quickly.Upload documents, create embeddings, connect a model, ask a question, and show an answer.But production is differen...
Thanks for reading. I’m especially interested in hearing from people who have worked on real RAG or GenAI workflows.Which one has been the biggest challenge for your team?1. Choosing the right source data2. Access control and governance3. Improving r...
Hi all,I have been working with Databricks Asset Bundles (now Declarative Automation Bundles) and kept running into the same friction point: there is no easy way to visually inspect a bundle locally before you deploy.Of course, you can read the YAML,...
Hi @eniwoke !Glad to see that ! I will try it for sure If you need any contribution from my side please let me know !
Hi everyone,I recently dealt with a frustrating scenario: a Databricks job that usually takes minutes ran for 18 hours without failing, quietly consuming compute and blocking downstream pipelines.The driver hadn't crashed, and the job hadn't failed—i...
Part 3 of 3: Databricks Streaming ArchitectureBy the end of Part 1 & Part 2, we knew what the real answer was. We just hadn’t committed to it yet.Not because it wouldn’t work. We tested it. We documented it. The code was ready. The answer was one clu...
Hi all.If you've ever manually promoted resources from dev to prod on Databricks — copying notebooks, updating configs, hoping nothing breaks — this post is for you.I've been building a CI/CD setup for a Speech-to-Text pipeline on Databricks, and I w...
Hi, Great question! Databricks Asset Bundles (DABs) are the recommended approach for CI/CD on Databricks. Here is a comprehensive walkthrough. WHAT ARE DATABRICKS ASSET BUNDLES? DABs let you define your Databricks resources (jobs, pipelines, dashboar...
Works for any event-driven workload: IoT alerts, e-commerce flash sales, financial market close processing.GoalIn this project, I needed to start Databricks jobs on an irregular basis, driven entirely by timestamps stored in PostgreSQL rather than by...
@PiotrPustola -- The self-rescheduling orchestrator pattern is a really elegant solution for event-driven workloads that depend on externally managed timestamps. A few thoughts and additions that might help you and others who land on this article: AD...
I recently wrote a blog post showing how to deploy a minimal Databricks job with notebook task using Databricks Asset Bundles and Azure DevOps pipelines. The code is available in my public GitHub repo. Thought I'd share it here!ObjectivesIn this post...
HiGreat article.2 questionsHow does the deploy bundle script in the pipleine know where to pick up the bundel. Should there be a path. Mine is on my local machine becaust that where I first run it from the cli. Also can a bundle deploy resources that...
Lakehouse Federation - Databricks In the world of data, innovation is constant. And the most recent revolution comes with Lakehouse Federation, a fusion between data lakes and data warehouses, taking data manipulation to a new level. This advancement...
Hey Quick Question, Can we use it for the production version ? We have application server as SQL server, we are planning to use lakehouse federation so we can bypass creating and maintaining 100 of workflows. as we a small dataset I am not too sure o...
Hi everyone!I’ve just released an open-source tool that generates a semantic layer in Databricks notebooks from a Power BI dataset using the Power BI REST API. Im not an expert yet, but it gets job done and instead of using AtScale/dbt/or the PBI Sem...
