Study guides
Focused explanations of the topics that show up again and again in certification scenarios.
- Claude Certified Architect prep: 7 design patterns that keep coming up
The recurring ideas behind Claude architecture scenarios — explicit criteria over vague instructions, metadata over self-filtering, tools for verification and schemas, outcome-based evals, targeted human review and safe rollouts.
· 3 min read
- Multi-cluster warehouses vs scaling up: fixing slow Snowflake workloads
When a Snowflake workload is slow, the fix depends on why. Learn to tell queuing from spilling from poor pruning, and when to scale up, scale out with a multi-cluster warehouse, or do neither.
· 2 min read
- Snowflake Time Travel vs Fail-safe: retention, recovery and cost
How Snowflake Time Travel and Fail-safe differ — who can use them, how long data is kept per edition and table type, the SQL to recover data, and how both affect storage cost.
· 3 min read
- Snowpipe vs Snowpipe Streaming: which ingestion path to choose
File-based Snowpipe and Snowpipe Streaming both load data continuously into Snowflake, but they solve different problems. Compare latency, how data arrives, cost drivers, and when scheduled COPY INTO is still the right answer.
· 3 min read