Analytics without the analytics bill
Mixpanel, Amplitude, and Segment charge by events and users. Costs explode with growth. SoloStack gives you PostHog + your own Postgres events table + Claude Code to query anything in plain English.
Your analytics bill grows faster than your revenue
Analytics tools charge by monthly tracked users (MTUs) or events. Hit 10K users and suddenly you're paying $200+/mo just to understand your own product.
- 20M events/mo
- Core analytics
- No group analytics
- No data pipelines
- 90-day data history
- Limited saved reports
- 100M events/mo
- Unlimited history
- Group analytics
- Scales with MTUs
- $833/mo at 100K MTUs
- Data in their cloud
- Behavioral analytics
- Unlimited events
- Cohort analysis
- $995/mo for advanced
- Scales with MTUs
- Annual contracts
- 10K visitors/mo
- 2 data sources
- Event piping
- $12/1K extra visitors
- $840/mo for Teams
- Just a data router
Analytics feature → SoloStack equivalent
Every analytics feature maps to an open, queryable component you own.
| Analytics Feature | SoloStack Equivalent | SaaS Price |
|---|---|---|
| Event Tracking | events table in Neon Postgres | $0–$120/mo |
| Funnels | SQL queries via Claude Code | Mixpanel Growth $28+ |
| Cohort Analysis | SQL cohort queries + PostHog cohorts | Amplitude $49+ |
| User Profiles | contacts table with full history | Mixpanel Growth $28+ |
| Retention Charts | PostHog free tier + SQL | Amplitude $49+ |
| A/B Tests | PostHog experiments (free tier) | Amplitude $995+ |
| Dashboards | PostHog dashboards + Claude Code | Mixpanel $28+ |
| Data Export | It's your database — unlimited export | Segment $120+ |
| Session Recordings | PostHog free tier (5K/mo) | Hotjar $32+ |
| Data Pipeline | No pipeline needed — same DB | Segment $120+ |
The architecture
Your analytics is a table in your database. No black box. No vendor lock-in.
Ask questions, get answers
Instead of building dashboards in Mixpanel, you type what you want to know. Claude Code writes the SQL and returns the answer.
Signup → Activation Funnel (last 30 days): Signed Up ████████████████ 482 users │ 100% Onboarding ████████████░░░░ 361 users │ 75% First Action █████████░░░░░░░ 274 users │ 57% Activated ██████░░░░░░░░░░ 193 users │ 40% Retained (D7) ████░░░░░░░░░░░░ 128 users │ 27% Biggest drop: Onboarding → First Action (−24%) → Recommendation: Add an in-app prompt after onboarding.
Feature usage for churned users (last 90 days): ┌──────────────────────┬────────────┬───────────┐ │ Feature │ Churned │ Retained │ ├──────────────────────┼────────────┼───────────┤ │ Dashboard │ 89% │ 94% │ │ Reports │ 12% │ 78% │ ← gap │ Integrations │ 3% │ 61% │ ← gap │ Team Invite │ 0% │ 45% │ ← gap │ API Access │ 2% │ 38% │ └──────────────────────┴────────────┴───────────┘ → Churned users never touch Reports or Integrations. → Nudge these features in onboarding.
Cohort created: "LinkedIn Signups — Fast Activators"
Criteria:
source = 'linkedin'
signed_up >= '2026-02-14'
activated_at IS NOT NULL
activated_at - signed_up < INTERVAL '48 hours'
Result: 34 contacts matched
┌──────────────────────┬──────────┬─────────────────┐
│ Name │ Company │ Time to Activate│
├──────────────────────┼──────────┼─────────────────┤
│ Sarah Chen │ Acme AI │ 3h 12m │
│ Marcus Johnson │ Bolt.io │ 11h 45m │
│ Priya Patel │ ScaleUp │ 22h 08m │
│ ... 31 more contacts │
└──────────────────────┴──────────┴─────────────────┘
→ Cohort saved. Available in PostHog + SQL. Cost comparison
Real numbers at 10K monthly users. No asterisks.
| Mixpanel | Amplitude | Segment | SoloStack | |
|---|---|---|---|---|
| Monthly cost | $28+ | $49+ | $120+ | $0 |
| Event limits | 100M | Unlimited | 10K visitors | Unlimited |
| Funnels | Yes | Yes | No | Yes (SQL) |
| Cohorts | Yes | Yes | No | Yes (SQL) |
| Session Replay | Add-on | Add-on | No | Yes (PostHog) |
| A/B Testing | Add-on | $995+ | No | Yes (PostHog) |
| Data ownership | Theirs | Theirs | Theirs | Yours |
| Data export | Limited | Limited | Pipeline | It's Postgres |
| Vendor lock-in | Yes | Yes | Yes | None |
When SoloStack isn't the right fit
We believe in honesty. Here's when you should stick with a SaaS analytics tool.
No point-and-click dashboards
Mixpanel and Amplitude let you drag and drop charts. SoloStack analytics are driven by Claude Code (plain English) and PostHog. If your whole team needs self-serve dashboards, a traditional tool may be better.
Large data science teams
If you have 10+ analysts who need collaborative notebooks, version-controlled experiments, and role-based access — dedicated platforms offer more team tooling.
No pre-built SDKs
Mixpanel has SDKs for iOS, Android, React Native, and more. SoloStack uses simple API calls or PostHog's SDKs. It's straightforward but not as plug-and-play for mobile.
Compliance at enterprise scale
If you need SOC 2 Type II, HIPAA BAAs, and dedicated security reviews from your analytics vendor, enterprise SaaS tools offer that out of the box.
Common questions
Explore More
Related tools and resources from across SoloStack
Replace HubSpot
Full CRM with contacts, deals, email sequences, and analytics. $3/mo vs $800/mo.
Open SourceOpen Source CRM
Postgres-based CRM you own. No vendor lock-in, no per-seat pricing.
SkillLead Generation
Find, enrich, and score leads with AI-powered ICP matching.
SkillGoogle Ads
Create and manage Google Search campaigns with AI.
BlogRepo Is The Company
How one monorepo replaces 7 SaaS tools and saves $6,350/year.
ReplaceReplace Calendly
Booking system with Google Calendar API. No per-seat pricing.
Stop paying the analytics tax
Join the waitlist. Own your analytics data from day one.
Join Waitlist →