Databricks Community

DoTA

When teams scale their Databricks Asset Bundles (DABs) adoption, one of the first infrastructure questions that comes up is: should we keep all our bundles in a single monorepo, or split them across dedicated repos per domain? Having run both models ...

DoTA

How We Got HereWe started looking at the GLM-5.2 topic after Databricks released their benchmark comparing GLM-5.2 on PI against other models on other coding agents. What really attracted us was how far the gap has closed between open-weight models a...

DoTA

Solid benchmark — the stream pipelining section is particularly valuable since that behavior isn't obvious from the docs alone and most teams wouldn't think to grep driver logs to confirm it. One dimension worth adding to the decision table: the cost...

DoTA

Great end-to-end write-up — the MLflow tracing setup in particular is a pattern more teams should adopt from day one rather than bolting on later. One thing worth extending that tracing to: per-node cost attribution. Since every ChatDatabricks call i...

DoTA

Great structured playbook — the 10-step framing makes this approachable for teams that are intimidated by "migration" as a project. One thing worth calling out for larger migrations: the serverless compute Genie Code spins up during /importBI runs is...

DoTA

Your proposed structure is sensible — it is the standard pattern for large-team monorepo setups with Databricks Asset Bundles. Here is a more complete answer to both questions you raised.1. Shared Python libraries: build a wheel, wire it as a bundle ...

DoTA

Great analysis — this mirrors almost exactly what we've been studying in production at a regulated financial institution in Southeast Asia (banking sector).The "token price is a poor indicator of actual costs" point is the core insight most teams mis...

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Monorepo vs Multi-repo for Databricks Asset Bundles: A Decision Framework

The Open-Weight Revolution: A Game Changer for Our LLM Cost Optimization Odyssey

Re: Triggered vs. Continuous Mode: A Deep Dive into Serverless Lakeflow Spark Declarative Pipelines

Re: Building a Production LangGraph Agent on Databricks - NorthStar Brand Copilot

Re: Migrate your Dashboards to AI/BI with Genie Code

Re: Asset Bundles: Shared libraries and notebooks in monorepo multi-bundle setup

Re: The Open-Weight Revolution: A Game Changer for Our LLM Cost Optimization Odyssey