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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:
- Cost predictability: At 50K users × 50 events = 2.5M events/month, estimated
$2,575/mo total ($31K/year), well under your $120K annual budget - Migration tool included: PostHog offers managed migration from Mixpanel, automatically transforming your event schema
- No MTU pricing surprises: Unlike Mixpanel/Amplitude, charges only for usage, not users
- 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
- Sign up at posthog.com/signup
- Select “US Cloud” (or EU if GDPR-critical)
- Create project, configure data retention (default: 7 years)
- Install PostHog snippet
Day 3-5: Mixpanel Migration
- In PostHog, navigate to Data Management → Managed Migrations
- Select “Mixpanel” as source, authenticate with Mixpanel API credentials
- Choose date range (recommend last 90 days for testing)
- Map Mixpanel events to PostHog schema (most auto-map 1:1)
- Initiate migration (runs async, ~24-48 hrs for 90 days of data)
Day 6-7: Parallel Tracking
- Keep Mixpanel installed, add PostHog in parallel
- Verify event parity: Check PostHog “Live Events” matches Mixpanel events
- Set up critical dashboards in PostHog (recreate top 5 Mixpanel reports)
Week 2: Core Analytics Migration
Session Replay Setup
- Enable session replay in PostHog settings
- Configure privacy: mask sensitive fields (
.ph-no-captureclass) - Set sampling rate: 10% of sessions (adjust based on volume)
Cohort Recreation
- Export Mixpanel cohort definitions
- Rebuild top 10 cohorts in PostHog: Active users, Power users, Churned users, Conversion funnel stages
- Set up cohort syncs (if using CRM/email tools)
Week 3: Advanced Features & Validation
Data Validation
- Compare week-over-week metrics: PostHog vs Mixpanel
- Acceptable variance: <5% for key metrics
- Investigate discrepancies
Week 4: Cutover & Cleanup
Mixpanel Deprecation
- Remove Mixpanel snippet from production
- Downgrade Mixpanel plan to free tier (keep for 60-90 days as backup)
- 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.
About This Skill
Get personalized analytics tool recommendations (PostHog, Mixpanel, Amplitude, Plausible, etc.) based on your budget, team size, privacy needs, and technical capacity.
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