Myriade vs Gemini for BigQuery
The Gemini for BigQuery Alternative for Multi-Cloud Enterprises
Gemini for BigQuery brings Google's foundation models to your warehouse — but it only sees your BigQuery data, and the quality of its answers depends on how well your tables are already modeled. Myriade builds the data understanding layer first, and works across BigQuery, Snowflake, Databricks and Redshift simultaneously.
Data understanding
Myriade goes far beyond your metadata.
Gemini works from metadata and pre-built configurations. Myriade connects to your warehouse and reverse-engineers a context layer covering every table and column — roughly 90% generated autonomously. The remaining 10% are genuine ambiguities that Myriade surfaces for your team to confirm.
What Gemini sees
Column names
Schema metadata
Query history
Basic descriptions
What Myriade sees
Actual data values and samples
Statistical distributions (min/max, anomalies)
Cross-table relationships and joins
Data quality issues (duplicates, inconsistencies)
Business context inferred from data behavior
Column meaning verified against actual values
AI inside the Google Cloud silo
Google pushes Gemini for BigQuery hard, especially across European enterprises. The capabilities are real: natural language SQL, code completion, data insights. But two things stay true: every query is locked to BigQuery, and the AI works on whatever model you've already built — no autonomous data understanding, no quality detection, no cross-source reasoning.
BigQuery-only scope: Gemini for BigQuery answers questions on BigQuery data. Your Snowflake, Databricks or operational sources stay invisible.
Quality depends on existing modeling: Gemini generates SQL based on schema, sample data, and any documentation you've added. On undocumented or messy data, reliability drops fast.
No autonomous understanding: there's no agent that reverse-engineers your warehouse, profiles columns, or maps cross-table relationships before answering. The data team still does that work.
Pricing tied to consumption: Gemini features are billed via BigQuery slots and inference costs. Adoption can spike unpredictably as business teams use it more.
Feature comparison
Myriade
BigQuery + Snowflake + Databricks + Redshift simultaneously, plus PostgreSQL and other sources
BigQuery only (cross-cloud queries via BigQuery Omni, but always orchestrated through BigQuery)
An AI layer that gets smarter every night
Nightly memory cycle
Every conversation across your org is reviewed nightly. Corrections and clarifications become permanent knowledge for all users.
Org & user instructions
Define business rules that apply to everyone, or context specific to a team. The AI adapts without warehouse changes.
Self-improving context
The platform in month six is meaningfully more accurate than month one. Every interaction deepens the foundation.
Why teams choose Myriade over Gemini for BigQuery
Why teams choose Myriade
Reliability through autonomous data understanding
Myriade reverse-engineers your warehouse before answering anything: statistical profiling, sampling, cross-table relationship mapping. The AI works on understood data, not raw schema. That's why it stays reliable on messy, undocumented data — the realistic state of most enterprise warehouses.
True multi-cloud coverage
Query BigQuery, Snowflake, Databricks and Redshift through one interface. Consistent answers across sources. No need to centralize everything in BigQuery just to use AI on it.
Predictable pricing, no slot surprises
Fixed platform fee with unlimited viewers. No per-query AI inference billing, no slot consumption to monitor. Budget stays predictable as adoption grows.
Testimonials
Loved by both data and business teams.
“We documented over 150 tables in less than a week with Myriade. 90% of the data was validated automatically.”
Jean-François Jouannais
Head of Data & AI Product @ Jules
“I appreciate Myriade for its semantic ‘magic’, which understands our tables and handles complex joins.”
Solvita Jancevska
Data Steward @ Recommerce
“Myriade helps me daily to optimize my queries, better understand business needs, and find information faster.”
Marius Saka
Lead Data Analytics @ Jules
“I was impressed pretty quickly because I don’t have a data background, and Myriade lets me do things I simply couldn’t do otherwise.”
Allan Lemoine
Head of Logistics @ Jules
“Myriade is the dream tool for anyone who wants to speed up decision-making. You analyze incredibly fast and dig deeper into results through conversation.”
Yohan Talik
Head of Performance @ Jules
“It’s like an automatic gearbox. Once you’ve tried it, you never want to go back.”
Fares Daoud
Tech Lead Data & AI @ Jules
“We documented over 150 tables in less than a week with Myriade. 90% of the data was validated automatically.”
Jean-François Jouannais
Head of Data & AI Product @ Jules
“I appreciate Myriade for its semantic ‘magic’, which understands our tables and handles complex joins.”
Solvita Jancevska
Data Steward @ Recommerce
“Myriade helps me daily to optimize my queries, better understand business needs, and find information faster.”
Marius Saka
Lead Data Analytics @ Jules
“I was impressed pretty quickly because I don’t have a data background, and Myriade lets me do things I simply couldn’t do otherwise.”
Allan Lemoine
Head of Logistics @ Jules
“Myriade is the dream tool for anyone who wants to speed up decision-making. You analyze incredibly fast and dig deeper into results through conversation.”
Yohan Talik
Head of Performance @ Jules
“It’s like an automatic gearbox. Once you’ve tried it, you never want to go back.”
Fares Daoud
Tech Lead Data & AI @ Jules
“Myriade sees far ahead. In two months, we had an intelligence engine to analyze our data. It’s a magic wand for business teams.”
Moez Hamad
Chief Data Officer @ Jules
“Conclusive results and great internal adoption. Kudos for the product and what it delivers.”
Pierre-Antoine Roinat
CEO & Co-founder @ Recommerce
“With Myriade I can work 5 to 6 times faster than if I was trying to find things myself.”
Valentin Poulet
Head of Merchant Partnerships @ Ekip
“It’s ChatGPT for our data. Whenever I need information, instead of digging around, I ask Myriade and get my answer in 2 minutes.”
Angèle Miard
Customer Success Manager @ Ekip
“It’s like having a pocket data analyst. It runs incredibly precise analyses, spots bugs, and finds things that would have taken me hours to find on my own.”
Sandrine Eklou
Chief Operational Officer @ Ekip
“Myriade sees far ahead. In two months, we had an intelligence engine to analyze our data. It’s a magic wand for business teams.”
Moez Hamad
Chief Data Officer @ Jules
“Conclusive results and great internal adoption. Kudos for the product and what it delivers.”
Pierre-Antoine Roinat
CEO & Co-founder @ Recommerce
“With Myriade I can work 5 to 6 times faster than if I was trying to find things myself.”
Valentin Poulet
Head of Merchant Partnerships @ Ekip
“It’s ChatGPT for our data. Whenever I need information, instead of digging around, I ask Myriade and get my answer in 2 minutes.”
Angèle Miard
Customer Success Manager @ Ekip
“It’s like having a pocket data analyst. It runs incredibly precise analyses, spots bugs, and finds things that would have taken me hours to find on my own.”
Sandrine Eklou
Chief Operational Officer @ Ekip
Frequently Asked Questions
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