battles / Analytics
Amplitude vs Kochava
Amplitude ($1,200/mo/mo, vibe code 3/10) vs Kochava ($1,500/mo/mo, vibe code 3/10). Amplitude is the easier one to rebuild yourself — here is what you lose either way.
Analytics
$1,200/mo/mo
- MVP
- 3-4 weeks
- Full replacement
- 12-18 months
easier to rebuild
get the build prompt →Analytics
$1,500/mo/mo
- MVP
- 3 weeks
- Full replacement
- 18+ months, limited by MMP network certifications
price gap / year
$3,600/mo
running both / year
$32,400/mo
our call
Start with Amplitude — highest vibe code, weakest moat.
Amplitude
Building a basic event logger and UI takes a few hours, but reproducing Amplitude's query speed across billions of unaggregated events is an infrastructure nightmare. You will sink months into managing ClickHouse clusters, handling session stitching, and tuning DB performance.
you can rebuild
- Basic funnel drop-off calculation across sequential event steps.
- Client-side JavaScript event capturing for pageviews and button clicks.
- Simple user retention charts (Day 1, Day 7, Day 30 retention).
- User timeline viewing showing event sequences for specific IDs.
- Basic cohort segmentation based on static event properties.
what you lose
- Sub-second response times on dynamic, unstructured behavioral cohort queries.
- Automated cross-device identity resolution and retroactive user merging.
- Self-serve UI for non-technical product managers, requiring SQL for custom queries.
- Native sync capabilities with Snowflake, BigQuery, and enterprise CDPs.
- Enterprise-grade SLAs, SOC2 Type II compliance, and GDPR data erasure automation.
real moats
- Proprietary distributed columnar database architecture optimized specifically for non-linear behavioral graph queries.
- Decade of battle-tested SDK performance to prevent blocking client UI execution on slow networks.
- Deep ecosystem integrations with CDP platforms (Segment, RudderStack) and data warehouses (Snowflake, Databricks).
- Data governance, taxonomy controls, and automatic anomaly detection tools built for cross-functional teams.
Kochava
Kochava's underlying event tracking and attribution logic are straightforward to code, but you cannot replicate its Mobile Measurement Partner (MMP) status. Major ad networks like Meta, Google, and Apple only transmit fine-grained install attribution data to certified MMPs.
you can rebuild
- Custom rule-based attribution modeling (last-touch, first-touch, multi-touch)
- Raw event ingestion and client-side event payload validation
- Cohort retention and customer lifetime value (LTV) dashboarding
- UTM and custom referral link parameter parser engine
- Data warehouse exporter to Snowflake or BigQuery
what you lose
- Official MMP status with Meta, Google, TikTok, and Snap for SAN data access
- Cryptographically validated Apple SKAdNetwork / AdAttributionKit decoding pipeline
- SmartLinks cross-platform dynamic deep linking framework for iOS Universal Links and Android App Links
- Real-time SDK spoofing and ad click-flooding fraud detection algorithms
- Pre-configured server-to-server postbacks to thousands of ad networks
real moats
- Official MMP partner accreditation with Self-Attributing Networks (SANs)
- Device footprint and proprietary identity resolution graphs
- Widespread mobile SDK deployment across thousands of high-profile apps
open source escape hatches
- PostHog MIT
- RudderStack AGPL-3.0
- Snowplow Analytics Apache-2.0
Questions people ask
Which is easier to rebuild with AI, Amplitude or Kochava?
Amplitude. It scores 3/10 on vibe code with a moat of 6/10, so an AI-assisted MVP takes about 3-4 weeks and a full replacement about 12-18 months.
Which one costs less, Amplitude or Kochava?
Amplitude at $1,200/mo/mo for a typical mid-market store. The gap between the two is about $3,600/mo a year.
What do I lose if I replace Amplitude?
Sub-second response times on dynamic, unstructured behavioral cohort queries. Automated cross-device identity resolution and retroactive user merging. Self-serve UI for non-technical product managers, requiring SQL for custom queries.
What do I lose if I replace Kochava?
Official MMP status with Meta, Google, TikTok, and Snap for SAN data access Cryptographically validated Apple SKAdNetwork / AdAttributionKit decoding pipeline SmartLinks cross-platform dynamic deep linking framework for iOS Universal Links and Android App Links
More battles
One e-commerce SaaS teardown every week.
Honest verdicts, build prompts and overlooked vertical SaaS opportunities. No tracking pixels, no drip sequence, unsubscribe in one click.
free forever · no third-party tracking · the prompts stay public