Amplitude
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DECODE DATA
DataBackfill
GA4 Auditor
GA4 SQL
SegmentStream
Decode GA4 is a BigQuery-native data transformation utility built for teams working with the Google Analytics 4 BigQuery export. GA4 writes event data into deeply nested RECORD and ARRAY structures. Reading a single field such as pagelocation or pagetitle requires a correlated UNNEST subquery, repeated for every field an analyst needs, on a wildcard table that scans every partition. Decode GA4 does that transformation once, properly, and exposes the result as direct columns. The same query becomes simple dot-notation SQL against one predictable table per property.
It is a connector, not a platform. Decode GA4 is subscribed through Google Cloud Marketplace and delivered as a linked dataset via BigQuery Analytics Hub, so it deploys into your existing Google Cloud project and runs on your own BigQuery compute. Your data never leaves your project, there is no egress, and your existing IAM, security and data residency controls still apply.
Processing is metadata-driven and incremental. Each date partition is processed exactly once unless GA4 modifies it upstream, in which case the affected partitions are detected and reprocessed automatically. When GA4 adds new event parameters the output adapts without a full rebuild, so downstream dbt, Dataform and SQLMesh models keep working. Transformed data can be written as compressed Parquet in Cloud Storage and read through external tables, which cuts storage cost and enables export to AWS S3 or Azure Blob Storage.
Pricing is usage-based through Google Cloud Marketplace, from $50 per GiB for the first GiB down to $0.50 per GiB above 500 GiB. There is no subscription and no monthly minimum. Typical cost is $1.50 to $8 a month for sites under 10,000 monthly sessions, billed on your existing Google Cloud invoice.
Amplitude
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Amplitude is recommended for product managers, marketers, data analysts, and businesses of all sizes who are seeking to optimize their product offerings and user engagement strategies through detailed analytics and behavioral insights. It is particularly beneficial for tech companies and digital-first businesses looking to leverage their data effectively.
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Based on our record, Amplitude seems to be more popular. It has been mentiond 45 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.
When someone signs up with a personal email, you still have their name, behavioral data from Mixpanel or Amplitude, and whatever they self-reported in onboarding. That's your starting point before enrichment APIs enter the picture. - Source: dev.to / 3 months ago
Amplitude offers advanced behavioral and predictive analytics, useful for tracking lifecycle events in DeFi protocols or onchain apps. - Source: dev.to / 5 months ago
Amplitude: A Web2 product analytics platform that helps brands optimize user experience and results. - Source: dev.to / 5 months ago
To collect these metrics effectively, you'll need specialized tools like Google Analytics, Mixpanel, Segment, or Amplitude. - Source: dev.to / over 1 year ago
Amplitude is a leading product analytics tool that offers deep insights into user behavior, helping businesses make tailored decisions for product growth. It is known for its user segmentation and behavioral cohorts, which segment users based on their actions on the app and engagement score. Product managers can better understand their usersโ journey with instant visualizations, automated reports, and real-time... - Source: dev.to / over 1 year ago
Mixpanel - Mixpanel is the most advanced analytics platform in the world for mobile & web.
DataBackfill - Backfill your historical GA4 data to BigQuery
Google Analytics - Improve your website to increase conversions, improve the user experience, and make more money using Google Analytics. Measure, understand and quantify engagement on your site with customized and in-depth reports.
GA4 Auditor - Google Analytics 4 Audit Tool
KISSmetrics - Giving you the knowledge you need to make better decisions. Kissmetrics is a revolutionary person-based analytics platform for your whole team. Get product, sales, marketing, customer support working together to improve the metrics that matter.
GA4 SQL - Generate GA4 BigQuery Queries Without SQL Knowledge