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Databricks Apps Adoption Playbook

Field vs Product framework for driving adoption

Consolidated Metrics Framework

Parking lot for metrics integration across the playbook.

Status: Analysis complete. Metrics are dispersed across 15+ documents and need consolidation.


Executive Summary

The playbook defines metrics in multiple places but lacks:

  • A single source of truth for all metrics
  • Clear data source mapping
  • Dashboard specifications for different audiences
  • Instrumentation priorities

This document consolidates all metrics and proposes an integrated framework.


1. North Star Metrics by Phase

┌─────────────────────────────────────────────────────────────────┐
│                    METRICS PYRAMID                              │
├─────────────────────────────────────────────────────────────────┤
│                                                                 │
│                      12+ MONTHS                                 │
│                    ┌───────────┐                                │
│                    │ COVERAGE  │                                │
│                    │ Unique    │                                │
│                    │ Accounts  │                                │
│                    └─────┬─────┘                                │
│                          │                                      │
│                    6-9 MONTHS                                   │
│               ┌──────────────────┐                              │
│               │   ATTACH RATES   │                              │
│               │   SKU + Use Case │                              │
│               │   Expansion      │                              │
│               └────────┬─────────┘                              │
│                        │                                        │
│                   3-6 MONTHS                                    │
│          ┌─────────────────────────┐                            │
│          │    STRATEGIC WINS       │                            │
│          │    Decisive account     │                            │
│          │    wins proving value   │                            │
│          └─────────────────────────┘                            │
│                                                                 │
│  Earlier phases MUST succeed for later phases to be meaningful  │
│                                                                 │
└─────────────────────────────────────────────────────────────────┘
Phase North Star Definition Target Source Doc
P1 (M1-3) Strategic Wins Decisive account wins with Apps delivering clear business value 3-5 wins 09_strategic_inputs, 10_action_plan
P2 (M4-6) Attach Rates SKU and use case attach driven by Apps Baseline + improvement 09_strategic_inputs, 10_action_plan
P3 (M7-12) Coverage Unique accounts with production Apps deployed 50+ accounts 09_strategic_inputs, 10_action_plan

2. Motion-Specific Metrics

Different metrics apply to different customer profiles and adoption motions.

Motion Primary Metrics Secondary Metrics Customer Profile Source Doc
Quality Strategic Wins, Retention Rate Active Users per App, Business Value Documented Enterprise, Regulated 01_icp_and_targeting
Quantity Coverage, Apps Created Active Developers, Self-serve Completion Digital Native 01_icp_and_targeting

Motion-Phase Alignment

Phase Primary Motion Key Metric
P1 (Prove It) Quality Strategic Wins
P2 (Scale It) Both Attach Rates
P3 (Expand It) Quantity Coverage

3. Complete Metrics Inventory

3.1 Hypothesis Validation Metrics

Hypothesis Metric Target Data Source Current Status Source Doc
H1: Tip of Spear Attach rate (% expand to other SKUs) TBD SFDC + Telemetry ⬜ Not collected 08_hypotheses
H1 Time-to-expansion (days) TBD Telemetry ⬜ Not collected 08_hypotheses
H1 Influenced ACV TBD Finance ⬜ Not collected 08_hypotheses
H2: Ecosystem Moat Win rate vs hyperscalers TBD SFDC ⬜ Not collected 08_hypotheses
H2 Multi-product correlation Positive Telemetry ⬜ Not collected 08_hypotheses
H3: FE Enablement FE confidence score +20% improvement FE Survey ⬜ Not collected 08_hypotheses
H3 Apps conversations per FE TBD Activity Tracking ⬜ Not collected 08_hypotheses
H3 Win rate: Enabled vs non-enabled FE Enabled > non-enabled SFDC + Training ⬜ Not collected 08_hypotheses
H4: Archetypes % of wins in 3 archetypes 80%+ SFDC Analysis ⬜ Not collected 08_hypotheses
H4 Revenue by archetype Measurable split SFDC ⬜ Not collected 08_hypotheses
H5: SI vs FDE SI time-to-value vs internal SI ≤ internal Project Tracking ⬜ Not collected 08_hypotheses
H5 SI-sourced pipeline TBD SFDC ⬜ Not collected 08_hypotheses
H5 SI customer satisfaction ≥ internal CSAT ⬜ Not collected 08_hypotheses
H6: Metrics Align BUs BU leader acceptance 3+ SVP/VPs Stakeholder Feedback ⬜ Not collected 08_hypotheses
H6 Finance approval Approved Finance Team ⬜ Not submitted 08_hypotheses
H7: Net-New Focus Win rate: Net-new vs migration Net-new > migration SFDC ⬜ Not collected 08_hypotheses
H7 CSAT: Net-new vs migration Net-new > migration CSAT ⬜ Not collected 08_hypotheses
H8: Quality vs Quantity Retention by motion type Motion-matched > mismatched Telemetry ⬜ Not collected 08_hypotheses
H8 Active users per app by segment TBD Telemetry ⬜ Not collected 08_hypotheses

3.2 Field Gap Metrics

Category Metric Target Data Source Current Status Source Doc
Enablement Training completion rate 80%+ LMS ⬜ Not tracked 04_field_enablement
Enablement FE confidence survey (baseline) Establish baseline Survey ⬜ Not collected 04_field_enablement
Enablement FE confidence survey (post) +20% vs baseline Survey ⬜ Not collected 04_field_enablement
Signal Capture Signals captured per week 10+ Signal Log ⬜ 0 07_signal_capture
Signal Capture PM features influenced 2+ PM Feedback ⬜ 0 07_signal_capture
Signal Capture Signal-to-escalation time <7 days Signal Log ⬜ N/A 07_signal_capture
Signal Capture Field NPS on signal process >7 Survey ⬜ N/A 07_signal_capture
Incentives Signal capture submissions TBD SFDC ⬜ Not tracked 05_field_incentives

3.3 Product Gap Metrics

Category Metric Target Data Source Current Status Source Doc
Loss Analysis Loss capture rate 80%+ Loss Registry ⬜ 0% 04_loss_analysis
Loss Analysis PM features influenced by loss data 2+ PM Feedback ⬜ 0 04_loss_analysis
Loss Analysis Recovered deals 3+ SFDC ⬜ 0 04_loss_analysis
Loss Analysis Churn rate reduction -20% Telemetry ⬜ TBD 04_loss_analysis
Use Case Tracking Use cases in registry 50+ Registry ⬜ 0 01_use_case_tracking
Use Case Tracking Classification accuracy 90%+ Registry ⬜ N/A 01_use_case_tracking
Use Case Tracking New patterns identified 1-2 Registry ⬜ 0 01_use_case_tracking
Feature Adoption Features with DBU tracking All core Telemetry ⬜ None 02_feature_adoption
Feature Adoption Features with CSAT tracking Top 5 CSAT Survey ⬜ None 02_feature_adoption

3.4 Phase Key Results (Action Plan)

Phase KR Target Measurement Source Doc
P1 KR1 3-5 strategic wins Win narratives 01_action_plan
P1 KR2 FE enablement complete Training completion 01_action_plan
P1 KR3 Council launched Weekly cadence 01_action_plan
P1 KR4 3+ BU leader alignment Sponsorship 01_action_plan
P1 KR5 Quality motion piloted 3 lighthouse accounts 01_action_plan
P2 KR1 Attach tracking live Dashboard 01_action_plan
P2 KR2 Playbook v1 published Field adoption 01_action_plan
P2 KR3 5+ additional wins Win narratives 01_action_plan
P2 KR4 PM influence demonstrated Features prioritized 01_action_plan
P2 KR5 Both motions piloted Retention improvement 01_action_plan
P3 KR1 50+ unique accounts Telemetry 01_action_plan
P3 KR2 Attach rate improvement Dashboard 01_action_plan
P3 KR3 SI pilot complete 1-2 SIs engaged 01_action_plan
P3 KR4 Playbook v2 published Field adoption 01_action_plan

4. Data Sources Matrix

4.1 Data Source Overview

Data Source Description Owner Availability
SFDC Deals, pipeline, competitive, win/loss Sales Ops ✅ Available
Product Telemetry App creation, usage, features, retention PM/Analytics ⚠️ Partial
Field Signal Log Qualitative feedback, blockers Adoption Architect ⬜ To create
FE Surveys Confidence, enablement effectiveness Enablement ⬜ To create
PS Engagement Data Deep implementation details PS ⚠️ Partial
Finance Revenue, influenced ACV Finance ⚠️ Requires ask
LMS Training completion Enablement ✅ Available
CSAT Survey Customer satisfaction by feature CS ⚠️ Partial

4.2 Metric-to-Source Mapping

Metric Category SFDC Telemetry Signal Log Survey Finance LMS
Strategic Wins        
Attach Rates      
Coverage          
FE Confidence          
Training Completion          
Loss Analysis        
Feature Adoption        
Retention          
Influenced Revenue        

4.3 Data Availability Status

Status Metrics Count Examples
Available 5 Training completion, SFDC pipeline
⚠️ Partial 8 Telemetry (some), CSAT (some features)
Not Collected 25+ Most hypothesis validation metrics
Not Instrumented 10+ Attach rate, influenced ACV

5. Dashboard Specifications

5.1 GTM Leaders Dashboard

Audience: SVPs, VPs of Field Engineering Frequency: Monthly (newsletter) + Quarterly (exec readout)

┌─────────────────────────────────────────────────────────────────┐
│                    GTM LEADERS DASHBOARD                        │
├─────────────────────────────────────────────────────────────────┤
│                                                                 │
│   ┌─────────────────┐  ┌─────────────────┐  ┌────────────────┐ │
│   │ STRATEGIC WINS  │  │  ATTACH RATE    │  │   COVERAGE     │ │
│   │                 │  │                 │  │                │ │
│   │   3 / 5 target  │  │   TBD%          │  │  15 / 50       │ │
│   │   ████████░░    │  │   Baseline TBD  │  │  accounts      │ │
│   └─────────────────┘  └─────────────────┘  └────────────────┘ │
│                                                                 │
│   ┌─────────────────────────────────────────────────────────┐  │
│   │ PIPELINE HEALTH                                          │  │
│   │ ────────────────                                         │  │
│   │ Apps Opportunities: XX    Conversion Rate: XX%           │  │
│   │ Lighthouse Progress: X/15  Avg Deal Size: $XXK           │  │
│   └─────────────────────────────────────────────────────────┘  │
│                                                                 │
│   ┌─────────────────────────────────────────────────────────┐  │
│   │ FE ENABLEMENT                                            │  │
│   │ ───────────────                                          │  │
│   │ Training Completion: XX%   Confidence Score: XX (+X%)    │  │
│   │ Apps Conversations: XX/FE  Win Rate Enabled: XX%         │  │
│   └─────────────────────────────────────────────────────────┘  │
│                                                                 │
└─────────────────────────────────────────────────────────────────┘
Metric Source Update Frequency
Strategic Wins SFDC + Signal Log Weekly
Attach Rate SFDC + Telemetry Monthly
Coverage Telemetry Monthly
Pipeline Health SFDC Weekly
FE Enablement LMS + Survey Monthly

5.2 PM Dashboard

Audience: Product Management Frequency: Weekly (Council) + Quarterly (PM Feedback Synthesis)

┌─────────────────────────────────────────────────────────────────┐
│                    PM DASHBOARD                                 │
├─────────────────────────────────────────────────────────────────┤
│                                                                 │
│   ┌─────────────────────────────────────────────────────────┐  │
│   │ TOP BLOCKERS BY DEAL IMPACT                              │  │
│   │ ──────────────────────────                               │  │
│   │ 1. Security (public URLs)     $XXM ACV at risk    🔴     │  │
│   │ 2. Cost (fixed pricing)       $XXM ACV blocked    🔴     │  │
│   │ 3. Horizontal scaling         $XXM limited        🟡     │  │
│   └─────────────────────────────────────────────────────────┘  │
│                                                                 │
│   ┌──────────────────────┐  ┌────────────────────────────────┐ │
│   │ LOSS ANALYSIS        │  │ FEATURE ADOPTION               │ │
│   │ ─────────────        │  │ ────────────────               │ │
│   │ Total Losses: XX     │  │ Lakebase:    ███████░ 70%      │ │
│   │ Product Gap: XX      │  │ Model Serve: ████░░░░ 40%      │ │
│   │ Competitive: XX      │  │ App Spaces:  ██░░░░░░ 20%      │ │
│   │ ACV Lost: $XXM       │  │ Unity Cat:   █████████ 90%     │ │
│   └──────────────────────┘  └────────────────────────────────┘ │
│                                                                 │
│   ┌─────────────────────────────────────────────────────────┐  │
│   │ SIGNAL TREND                                             │  │
│   │ ────────────                                             │  │
│   │ Signals This Week: XX    Escalated: XX    Resolved: XX   │  │
│   │ Top Categories: Security (XX), Cost (XX), Scaling (XX)   │  │
│   └─────────────────────────────────────────────────────────┘  │
│                                                                 │
└─────────────────────────────────────────────────────────────────┘
Metric Source Update Frequency
Top Blockers Signal Log + Loss Registry Weekly
Loss Analysis Loss Registry Monthly
Feature Adoption Telemetry Monthly
Signal Trend Signal Log Weekly

5.3 Adoption Architect Dashboard

Audience: Adoption Architect Team Frequency: Weekly (operational) + Monthly (review)

┌─────────────────────────────────────────────────────────────────┐
│                    ADOPTION ARCHITECT DASHBOARD                 │
├─────────────────────────────────────────────────────────────────┤
│                                                                 │
│   ┌─────────────────────────────────────────────────────────┐  │
│   │ HYPOTHESIS VALIDATION STATUS                             │  │
│   │ ───────────────────────────                              │  │
│   │ H1 Tip of Spear    ⬜ Not tested   Decision: Month 6     │  │
│   │ H2 Ecosystem Moat  ⬜ Not tested   Decision: Month 9     │  │
│   │ H3 FE Enablement   🟡 In progress Decision: Month 3     │  │
│   │ H4 Archetypes      ⬜ Not tested   Decision: Month 6     │  │
│   │ H5 SI vs FDE       ⬜ Not tested   Decision: Month 9     │  │
│   │ H6 Metrics Align   🟡 In progress Decision: Month 3     │  │
│   │ H7 Net-New Focus   ⬜ Not tested   Decision: Month 6     │  │
│   │ H8 Quality/Qty     ⬜ Not tested   Decision: Month 6     │  │
│   └─────────────────────────────────────────────────────────┘  │
│                                                                 │
│   ┌──────────────────────┐  ┌────────────────────────────────┐ │
│   │ LIGHTHOUSE PROGRESS  │  │ DELIVERABLE BURNDOWN           │ │
│   │ ───────────────────  │  │ ────────────────────           │ │
│   │ Total: 15            │  │ P1 Field: 3/9 complete         │ │
│   │ Engaged: 5           │  │ P1 Product: 1/7 complete       │ │
│   │ Deep-dive: 3         │  │ P2 Field: 0/4 complete         │ │
│   │ Win: 1               │  │ P2 Product: 0/3 complete       │ │
│   └──────────────────────┘  └────────────────────────────────┘ │
│                                                                 │
│   ┌─────────────────────────────────────────────────────────┐  │
│   │ WEEKLY METRICS                                           │  │
│   │ ──────────────                                           │  │
│   │ Council Attendance: XX%   Signals Captured: XX           │  │
│   │ Actions Closed: XX/XX     PM Escalations: XX             │  │
│   └─────────────────────────────────────────────────────────┘  │
│                                                                 │
└─────────────────────────────────────────────────────────────────┘
Metric Source Update Frequency
Hypothesis Status Traceability Matrix Monthly
Lighthouse Progress Signal Log + SFDC Weekly
Deliverable Burndown Action Plan Tracker Weekly
Weekly Metrics Various Weekly

6. Metrics Categories Summary

6.1 Leading vs Lagging Indicators

Type Metrics Purpose
Leading FE confidence, Training completion, Signals captured, Lighthouse engaged Predict future outcomes
Lagging Strategic wins, Attach rate, Coverage, Revenue Measure actual results

6.2 Metrics by Objective

Objective Metrics Owner
Prove Apps Value Strategic wins, Win narratives, Business value documented Adoption Architect
Enable Field FE confidence, Training completion, Apps conversations Enablement
Influence Product Signals captured, PM features influenced, Gap resolution Adoption Architect
Scale Adoption Attach rate, Coverage, Active developers Field + Analytics
Retain Customers Retention rate, Active users per app, Churn rate CS + Analytics

6.3 Metrics by Audience Need

Audience Key Question Metrics Needed
GTM Leaders “Is Apps moving the needle?” Strategic wins, Attach rate, Pipeline
PM “What’s blocking adoption?” Top blockers, Loss analysis, Feature adoption
Adoption Architect “Are our hypotheses correct?” Hypothesis validation metrics, Lighthouse progress
FE “How do I sell Apps?” Win rate by approach, Best practices, Qualification signals
Finance “What’s Apps worth?” Influenced ACV, Revenue attribution

7. Integration Recommendations

7.1 Priority Actions

Priority Action Owner Timeline
🔴 1 Create FE confidence survey instrument Adoption Architect Week 1-2
🔴 2 Define attach rate calculation with Finance Adoption Architect Week 2-4
🔴 3 Launch Signal Log tracking Adoption Architect Week 1
🟡 4 Instrument strategic win tracking in SFDC Sales Ops Month 1
🟡 5 Build loss analysis registry Adoption Architect Month 1
🟢 6 Create dashboards (GTM, PM, AA) Analytics + AA Month 2-3

7.2 Data Gaps to Address

Gap Impact Resolution Owner
Attach rate not defined Can’t validate H1 Finance alignment AA + Finance
FE confidence not measured Can’t validate H3 Create survey AA + Enablement
Telemetry incomplete Can’t measure retention, usage PM instrumentation PM
Influenced ACV not calculated Can’t prove tip-of-spear Finance methodology AA + Finance

7.3 Metrics to Add to Action Plan

These metrics need explicit tracking deliverables in the action plan:

Metric Current State Recommended Action Phase
FE confidence baseline Not in action plan Add survey W2 P1 M1
Attach rate definition Mentioned but vague Add Finance alignment W4 P1 M1
Signal capture launch Not formalized Add Signal Log launch W1 P1 M1
Dashboard creation Not scheduled Add dashboard sprint M2 P1 M2

8. Metrics Collection Cadence

Cadence Metrics Forum
Weekly Signals captured, Lighthouse progress, Actions closed Apps Adoption Council
Monthly Strategic wins, FE confidence, Loss analysis, Pipeline BU+1 Newsletter
Quarterly Attach rate, Hypothesis status, Coverage, PM influence Exec Readout
Annual Full metrics review, Target setting FY Planning

Next Steps

  1. Prioritize which metrics to instrument first (FE survey, attach rate)
  2. Align with Finance on attach rate / influenced ACV methodology
  3. Build Signal Log as operational foundation
  4. Create dashboard mockups for validation with stakeholders
  5. Add metrics instrumentation to action plan deliverables

Last Updated: January 2026