Free · modern data stack

Audit your
data stack.

Tell us what's going on.
Get a severity-rated risk report back.

3 steps · cost traps, reliability gaps, scale limits & anti-patterns.

1
Situation
2
Stack
3
Scale
Step 1 of 3

What's going on
with your stack?

Describe what prompted this audit — cost spike, scaling concerns, a recent incident, upcoming migration, or just "we've never reviewed it." The more context you give, the more specific the findings.

0 / 50 words
Access code

Pre-filled for the beta — just continue.

Step 2 of 3

What's in your stack?

Pick the tool you use at each layer. Skip layers you don't run — select "None".

Other tools or context

Anything not in the list above — observability tools, custom pipelines, legacy systems, recent migrations.

Step 3 of 3

How big is it?

Volume and team size shape which risks are theoretical vs. real for you right now.

Auditing your stack…
Usually 10–25 seconds
Reading your stack configuration
Checking known failure modes
Pricing out cost traps
Assessing reliability & scale
Writing your risk report
While you wait
Need someone to actually audit this?

Encore is a data platform consulting practice — audit what you run, or build production-ready on AWS and Snowflake from scratch.

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