All examples for Analytics Stack Selector for Indie SaaS

Series A Startup Migrating from Mixpanel

A Series A startup with 50K users and $10K/month budget needs advanced session replay and cohort analysis while migrating from Mixpanel. Includes 4-week migration plan and cost projections.

Input

What you provide to the skill

Series A startup, 50K users, $10K/mo budget, need advanced session replay and cohort analysis, migrating from Mixpanel

Output

What the skill generates for you

Analytics Stack Recommendation for Series A Startup (50K Users, $10K/mo Budget)

Summary Recommendation

Primary Tool: PostHog Cloud (Paid Tier)
Estimated 12-Month Cost: $6,000 - $9,500
Key Reason: Best value for advanced session replay and cohort analysis at scale, with transparent pricing that fits your budget and eliminates vendor lock-in risk.

Decision Matrix

Criterion Weight PostHog Amplitude Heap Mixpanel
Budget Fit ($10K/mo) 25% 9/10 6/10 4/10 7/10
Session Replay Quality 25% 9/10 7/10 8/10 6/10
Cohort Analysis 20% 8/10 10/10 7/10 9/10
Migration Ease 15% 9/10 6/10 5/10 N/A
Pricing Transparency 10% 10/10 4/10 3/10 6/10
Series A Scalability 5% 9/10 8/10 7/10 7/10
Weighted Total 8.6 7.0 6.2 7.3

PostHog - Recommended

Pricing:

  • Free tier: 1M events, 5K session replays (monthly reset)
  • Paid tier: $0.00005/event (1-2M), dropping to $0.000009/event (250M+)
  • Session replay: $0.005/recording (after 5K free)
  • Enterprise add-on: $2,000/mo (optional, includes dedicated support)

Why it fits your situation:

  1. Cost predictability: At 50K users × 50 events = 2.5M events/month, estimated $2,575/mo total ($31K/year), well under your $120K annual budget
  2. Migration tool included: PostHog offers managed migration from Mixpanel, automatically transforming your event schema
  3. No MTU pricing surprises: Unlike Mixpanel/Amplitude, charges only for usage, not users
  4. Advanced cohort features: Behavioral cohorting, retention tracking, lifecycle analysis built-in

Strengths:

  • All-in-one platform: Product analytics, session replay, feature flags, A/B testing, and surveys eliminate tool sprawl
  • Developer-friendly: Console logs, DOM explorer, and performance monitoring in session replays
  • Transparent pricing: Public calculator, no sales calls required, predictable scaling
  • Open-source option: Can self-host later if data sovereignty becomes critical
  • Managed Mixpanel migration: Automated data export, schema transformation, and import

Weaknesses:

  • UI less polished than Amplitude for complex cohort analysis
  • Session replay adds page load overhead (~100KB)
  • Cohort UI requires some learning curve vs. Mixpanel’s familiar interface

Alternative Tools Evaluated

Amplitude (Growth Plan):

  • Pricing: Custom, estimated $2K-5K/mo for 50K MTUs
  • Best-in-class cohort analysis with predictive analytics and behavioral segmentation
  • Why not: Opaque pricing requires sales calls, session replay costs extra

Heap (Pro Plan):

  • Pricing: Custom session-based (likely $2K-4K/mo for your volume)
  • Autocapture eliminates event tracking setup, session replay as add-on
  • Why not: Session replay costs extra, pricing opacity

12-Month Cost Projection

Assumptions: Current: 50K users, 2.5M events/month, 500K session replays/month; Growth: 15% MoM

Month Users Events/mo PostHog Cost Amplitude Est. Heap Est.
1-3 50K-65K 2.5M-3.3M $2,575 $2,500 $3,000
4-6 75K-100K 3.8M-5M $3,100 $3,500 $4,000
7-9 115K-150K 5.8M-7.5M $3,800 $4,500 $5,500
10-12 175K-230K 8.5M-11.5M $4,900 $6,000 $7,000
12-Mo Total $42,450 $60,000 $72,000

Implementation Plan

Week 1: Preparation & Parallel Setup

Day 1-2: Account Setup

  1. Sign up at posthog.com/signup
  2. Select “US Cloud” (or EU if GDPR-critical)
  3. Create project, configure data retention (default: 7 years)
  4. Install PostHog snippet

Day 3-5: Mixpanel Migration

  1. In PostHog, navigate to Data Management → Managed Migrations
  2. Select “Mixpanel” as source, authenticate with Mixpanel API credentials
  3. Choose date range (recommend last 90 days for testing)
  4. Map Mixpanel events to PostHog schema (most auto-map 1:1)
  5. Initiate migration (runs async, ~24-48 hrs for 90 days of data)

Day 6-7: Parallel Tracking

  1. Keep Mixpanel installed, add PostHog in parallel
  2. Verify event parity: Check PostHog “Live Events” matches Mixpanel events
  3. Set up critical dashboards in PostHog (recreate top 5 Mixpanel reports)

Week 2: Core Analytics Migration

Session Replay Setup

  1. Enable session replay in PostHog settings
  2. Configure privacy: mask sensitive fields (.ph-no-capture class)
  3. Set sampling rate: 10% of sessions (adjust based on volume)

Cohort Recreation

  1. Export Mixpanel cohort definitions
  2. Rebuild top 10 cohorts in PostHog: Active users, Power users, Churned users, Conversion funnel stages
  3. Set up cohort syncs (if using CRM/email tools)

Week 3: Advanced Features & Validation

Data Validation

  1. Compare week-over-week metrics: PostHog vs Mixpanel
  2. Acceptable variance: <5% for key metrics
  3. Investigate discrepancies

Week 4: Cutover & Cleanup

Mixpanel Deprecation

  1. Remove Mixpanel snippet from production
  2. Downgrade Mixpanel plan to free tier (keep for 60-90 days as backup)
  3. Export critical reports as PDFs for reference

What You Gain

Cost Savings:

  • $18K-30K/year savings vs. Amplitude (50% reduction)
  • $30K-50K/year savings vs. Heap (58% reduction)

Feature Consolidation:

  • 4-5 tools replaced: Analytics + session replay + feature flags + A/B testing + surveys

Technical Benefits:

  • Developer-friendly replays: Console logs, network requests, DOM inspector
  • Data ownership: Can export to data warehouse, self-host if needed

What You Lose

Cohort Analysis Polish:

  • Amplitude’s predictive analytics (churn prediction, likelihood to convert) not available
  • Behavioral cohorting UI less intuitive than Amplitude’s

Enterprise Maturity:

  • Newer platform (2020 vs. Amplitude 2012) means smaller community
  • Support response times slower than Amplitude Enterprise (unless you pay $2K/mo)

Alternative Recommendations

If you prioritize BEST-IN-CLASS cohort analysis over cost:

  • Use Amplitude (Growth Plan): ~$5K/mo
  • Best for: Series A teams with data analysts who need sophisticated modeling

If you prioritize ZERO event instrumentation work:

  • Use Heap (Pro Plan): ~$4K/mo + session replay add-on
  • Best for: Product-led teams without dedicated eng resources

What NOT to Do

  • Don’t migrate without parallel tracking: Running both tools for 2-4 weeks is critical to validate data accuracy
  • Don’t ignore session replay performance impact: 100KB overhead can hurt mobile experience
  • Don’t over-invest in enterprise features early: PostHog’s $2K/mo enterprise add-on is overkill for most Series A teams
  • Don’t assume historical data migrates perfectly: Budget 10-20 hours for QA post-migration
  • Don’t neglect team training: Budget 5-10 hours for team onboarding

Research Notes

Pricing research conducted: January 2026
Key sources: PostHog.com/pricing, Amplitude.com/pricing, Heap.io/pricing, user reviews on G2, Reddit r/SaaS
Note: SaaS pricing changes frequently. Verify current rates at tool websites before committing.