Take control of your Databricks environment

Demand for compute never holds still. Pipelines kick off at night, dashboards light up in the morning, AI workloads spike without warning, and quiet hours follow every rush. Snowflake handles those swings well. Multi-cluster warehouses add capacity when queries pile up, so work keeps moving. But capacity that's added for a rush doesn't always leave when the rush does. And every minute a cluster runs with nothing to...

Everything is changing faster than ever. AI is reshaping how companies build and operate, markets shift in weeks rather than years, and priorities that felt settled last quarter are already being rewritten. Data teams are right in the middle of that change. What they need to know about their data, and what it costs, changes as fast as their goals do. What mattered last quarter may not be what matters now. The teams...

Snowflake budgets and resource monitors both watch credit spend, but they do different jobs. A resource monitor tracks warehouses only and can suspend them when a credit quota is reached. A budget tracks warehouses and serverless features, forecasts the month, and notifies you, with no built-in suspend. Most accounts need both: monitors as the hard stop on warehouses, budgets as the early warning for everything else...

Snowflake cost monitoring means knowing, every day, which warehouses, services, teams and queries are using credits, and hearing about a change before it reaches the invoice. Snowflake gives you everything you need to do it: cost screens in Snowsight, usage views in the SNOWFLAKE database, tags for attribution, budgets and resource monitors for limits, and built-in anomaly detection. The catch is that each source has...

Here’s how warehouse sizing usually actually happens. Someone spins up a new warehouse and runs a few queries. They notice it’s a little slow during the busiest hour of the week, so they bump it up a size to be safe. Maybe two sizes, just in case. That size then becomes “the size” for good. Nobody worked out what the warehouse actually needs most of the time. It was just good enough for the worst hour, once. Often it...

Snowflake serverless features run on compute that Snowflake manages for you, so they bill separately from your warehouses. Each feature has its own rate: Snowflake charges most per compute-hour at a set multiplier and a few per GB. Snowpipe costs 0.0037 credits per GB loaded, classic Automatic Clustering 2 credits per compute-hour, and serverless tasks 0.9. This guide lists the current rates, explains how they work...