4-Week Engagement Framework

How We Work

Every engagement follows the same rigorous 4-week framework. You know exactly what you're getting — and when.

Week 1

Discovery & Audit

What we do

  • Data environment walkthrough
  • Schema and data quality audit
  • Gap identification — what's missing, what's broken
  • Stakeholder interviews to align on priority metrics

You receive

Findings report (2–3 pages, PDF) — what we found, what we'll fix, and why it matters.

Need from you

Data access (read-only) + 1-hour kickoff call

Week 2

Build + First Automation Live

What we do

  • SQL query development based on audit findings
  • Data model or transformation layer if needed
  • Dashboard draft (first version, not final)
  • Automated weekly metric email or anomaly alert goes live

You receive

Mid-project Loom walkthrough (3–5 min video of your draft dashboard) + first automation running.

Need from you

30-min feedback call or async Notion comments

Week 3

Polish & Insight

What we do

  • Dashboard refinement based on your feedback
  • Insight memo — key findings, ranked by impact
  • Recommendations list with owner + effort estimate
  • Handover documentation preparation

You receive

Insight memo (1 page) + updated dashboard link with all feedback incorporated.

Need from you

Final feedback on dashboard — async OK

Week 4

Delivery & Handover

What we do

  • Final presentation prep (5-slide insight deck)
  • Complete handover documentation
  • 30-min walkthrough call
  • 1 week of post-delivery email support

You receive

Final dashboard + SQL query library + 5-slide insight deck + handover docs.

Need from you

30-min walkthrough call

Every Engagement Delivers

Six output types — every client, every time.

📊Live Dashboard
📝Findings Report
🗃️SQL Query Library
📋Insight Deck
⚙️Automated Reports
📚Handover Docs

We work with your stack — not ours

SnowflakeBigQueryRedshiftdbtMetabaseLookerTableauMixpanelAmplitudePower BI

What the framework produces

Real outcomes from recent projects.

Series A SaaS — PLG product

No visibility into activation funnel — engineers writing SQL for every board update

34%
improvement in trial-to-paid
+34% trial-to-paid conversion in 6 weeks
Product AnalyticsMixpanelSQL

D2C Brand — ₹3Cr+ monthly revenue

47% of revenue attributed to "direct" — paid channels untracked, CAC climbing

34%
reduction in CAC
CAC reduced 34% after fixing attribution + reallocating ₹80K/month to top channel
AttributionSnowflakeMetabase