BI for BigQuery — AI-Native Dashboards for Google BigQuery

BigQuery BI

Build dashboards from your BigQuery data with plain English. Cost-optimized SQL, full support for nested data, and zero data movement.

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Quick answer

Basedash is an AI-native BI tool for BigQuery that generates cost-optimized dashboards and queries from plain English — connecting directly to your Google BigQuery warehouse with no data movement.

Three steps from project connection to live dashboard.

Connect your BigQuery project

Authenticate with your Google Cloud project and Basedash connects directly to BigQuery. Read-only access, no data copying, full support for datasets and projects.

AI maps your datasets

Basedash reads your BigQuery datasets, tables, views, and column metadata. Add business context so the AI knows what your data means — not just what it looks like.

Prompt to dashboard

Describe what you want to track in plain English. Basedash generates BigQuery-optimized SQL, executes it, and renders live charts and dashboards from the results.

Not a generic BI tool with a BigQuery connector. Basedash understands BigQuery's architecture, cost model, and data types.

Native BigQuery SQL generation

Basedash generates Standard SQL optimized for BigQuery — including UNNEST operations, STRUCT queries, partitioned table filters, and cost-efficient query patterns.

Cost-aware queries

BigQuery charges by bytes scanned. Basedash generates queries that use partition filters, column selection, and efficient joins to minimize your BigQuery costs.

No data movement

Your data stays in BigQuery. Basedash queries it in place — no exports, no ETL pipelines, no additional storage to manage or pay for.

Nested and repeated fields

BigQuery's nested STRUCT and ARRAY types are fully supported. The AI generates proper UNNEST and CROSS JOIN operations to flatten complex data structures automatically.

Multi-project support

Connect multiple BigQuery projects and query across datasets. Basedash handles cross-project references and respects your IAM-based access controls.

Google ecosystem integration

Combine BigQuery with Google Analytics, Google Ads, Google Sheets, and other Google Cloud data already in your warehouse for end-to-end analysis.

Ask questions, get BigQuery results

Basedash generates cost-optimized BigQuery SQL from natural language.

"What is our conversion rate by acquisition channel for the last 90 days?"

Generates partitioned BigQuery SQL joining your analytics events and attribution tables with date filters

"Show me the top 20 pages by organic sessions from Google Analytics"

Queries your GA4 export in BigQuery with proper UNNEST operations on nested event parameters

"Build a dashboard showing revenue by region and product line"

Creates multi-dimension aggregation queries with efficient column selection to minimize BigQuery scan costs

Get instant answers, uncover important trends, and make confident decisions faster.

ProductWhich features correlate most with conversion to paid?Data & AnalyticsBuild a quick-start KPI dashboard with filters and best-practice layout.SalesHow many leads are currently close to closing?ProductWhat is our WAU/MAU and how is it trending?SalesWhich organizations that have not converted to paid are the most active?MarketingAre we seeing a drop in lead volume year over year? Which months and segments are down?Data & AnalyticsIdentify top entities (e.g., products, practices, segments) by net earnings or volume.MarketingHow many deals or opportunities are in our current campaign from a specific region?ProductShow retention by cohort and first-usage month.OperationsFilter paid organizations and show their current usage details.EngineeringHow many auth configs or connected accounts exist for provider X?MarketingWhat is our CAC?ProductWhich cohorts have the highest week-8 retention?SalesList all workspaces with an upcoming renewal in the next month.OperationsGive me a table of all new users with their signup source/medium.OperationsShow customers with at least two visits or repeat usage in the last month.OperationsWhich customers have open issues tied to performance or reliability?ProductShow onboarding conversion rate compared to last month.Data & AnalyticsTrend key KPIs over time and flag abnormal spikes.EngineeringShow recent error logs and users impacted in the last week.MarketingWhich geographies are performing best this quarter by pipeline and closed-won?Data & AnalyticsShow me revenue and subscription growth.EngineeringFind domains or metadata for a list of organizations from builder records.ProductWhich product areas are slowing users down (timeouts, latency, error-prone steps)?EngineeringWhat are the most common errors this month, and what endpoints are causing them?ProductWhich features correlate most with conversion to paid?Data & AnalyticsBuild a quick-start KPI dashboard with filters and best-practice layout.SalesHow many leads are currently close to closing?ProductWhat is our WAU/MAU and how is it trending?SalesWhich organizations that have not converted to paid are the most active?MarketingAre we seeing a drop in lead volume year over year? Which months and segments are down?Data & AnalyticsIdentify top entities (e.g., products, practices, segments) by net earnings or volume.MarketingHow many deals or opportunities are in our current campaign from a specific region?ProductShow retention by cohort and first-usage month.OperationsFilter paid organizations and show their current usage details.EngineeringHow many auth configs or connected accounts exist for provider X?MarketingWhat is our CAC?ProductWhich cohorts have the highest week-8 retention?SalesList all workspaces with an upcoming renewal in the next month.OperationsGive me a table of all new users with their signup source/medium.OperationsShow customers with at least two visits or repeat usage in the last month.OperationsWhich customers have open issues tied to performance or reliability?ProductShow onboarding conversion rate compared to last month.Data & AnalyticsTrend key KPIs over time and flag abnormal spikes.EngineeringShow recent error logs and users impacted in the last week.MarketingWhich geographies are performing best this quarter by pipeline and closed-won?Data & AnalyticsShow me revenue and subscription growth.EngineeringFind domains or metadata for a list of organizations from builder records.ProductWhich product areas are slowing users down (timeouts, latency, error-prone steps)?EngineeringWhat are the most common errors this month, and what endpoints are causing them?

MarketingWhat should be on a performance dashboard for our account managers?SalesWhich accounts are a churn risk?ProductDid anything else spike when a specific feature usage increased?MarketingWhat is our blended cost per lead and cost per acquisition by channel?MarketingWhich categories or segments contributed the most revenue or transactions?OperationsWhich tickets are trending by category and time to resolution?EngineeringFetch IDs created in a given month for a specific provider or integration.ProductAre there any features we added recently that increased engagement?EngineeringWhich services or endpoints have the highest error rates this week?SalesWhich accounts are likely to expand based on recent product activity?SalesWhich opportunities are stuck beyond the expected stage duration?MarketingWhich campaigns or channels drove the most leads and conversions this month?SalesWhat should a sales-facing dashboard include for quick qualification and follow-up?Data & AnalyticsPull IDs or names for items matching a keyword across connected sources.Data & AnalyticsHow many records/jobs/tasks were created or submitted in a given timeframe?EngineeringMake table links open detailed views in our admin tool.SalesWhat accounts had the largest expansions this quarter?MarketingList Google Ads campaigns and show CPC trends for each.EngineeringWhich SDK versions or app versions are most error-prone?OperationsSurface users who recently hit errors or experienced slow response times.SalesWho are the most engaged accounts in the last 14 days?MarketingShow campaigns with delivery errors that still spent in the last 24 hours.ProductIdentify the magic moment that predicts long-term engagement.Data & AnalyticsBreak down counts by type (categories, forms, service items) and show percentages.OperationsWhich customers are running into more bugs recently?MarketingWhat should be on a performance dashboard for our account managers?SalesWhich accounts are a churn risk?ProductDid anything else spike when a specific feature usage increased?MarketingWhat is our blended cost per lead and cost per acquisition by channel?MarketingWhich categories or segments contributed the most revenue or transactions?OperationsWhich tickets are trending by category and time to resolution?EngineeringFetch IDs created in a given month for a specific provider or integration.ProductAre there any features we added recently that increased engagement?EngineeringWhich services or endpoints have the highest error rates this week?SalesWhich accounts are likely to expand based on recent product activity?SalesWhich opportunities are stuck beyond the expected stage duration?MarketingWhich campaigns or channels drove the most leads and conversions this month?SalesWhat should a sales-facing dashboard include for quick qualification and follow-up?Data & AnalyticsPull IDs or names for items matching a keyword across connected sources.Data & AnalyticsHow many records/jobs/tasks were created or submitted in a given timeframe?EngineeringMake table links open detailed views in our admin tool.SalesWhat accounts had the largest expansions this quarter?MarketingList Google Ads campaigns and show CPC trends for each.EngineeringWhich SDK versions or app versions are most error-prone?OperationsSurface users who recently hit errors or experienced slow response times.SalesWho are the most engaged accounts in the last 14 days?MarketingShow campaigns with delivery errors that still spent in the last 24 hours.ProductIdentify the magic moment that predicts long-term engagement.Data & AnalyticsBreak down counts by type (categories, forms, service items) and show percentages.OperationsWhich customers are running into more bugs recently?

Connect your own warehouse, or use Basedash Warehouse to visualize all your data in one place.

See all 750+ integrations

Basedash vs other BigQuery BI tools

How Basedash compares for teams building on Google BigQuery.

Capability	Basedash	Other tools
AI-generated dashboards	Yes	No
Natural language to BigQuery SQL	Yes — cost-optimized	No
Time to first dashboard	Minutes	Hours to days
Nested data support (STRUCT/ARRAY)	Full automatic UNNEST	Manual SQL required
Cost-aware query generation	Yes — partition filters, column pruning	No optimization
No-code for business users	Yes	SQL-only or limited
Additional integrations	750+ sources	BigQuery-only
Self-hosting option	Available	Rarely

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BigQuery BI FAQ

What is the best BI tool for BigQuery?

For teams that want fast, self-serve dashboards without heavy SQL expertise, Basedash is built for BigQuery with AI-generated, cost-optimized queries. Looker Studio (free) and Looker (enterprise) are also popular for Google ecosystem teams, but require more manual setup and SQL knowledge.

Does Basedash copy data out of BigQuery?

No. Basedash queries your BigQuery warehouse directly in place. Your data stays in Google Cloud — Basedash never copies or caches your raw data. This means no additional storage costs and your IAM access controls remain the source of truth.

How does Basedash manage BigQuery costs?

Basedash generates cost-aware SQL that uses partition filters, selects only the columns needed, and structures queries to minimize bytes scanned. You can also set query byte limits and monitor per-query costs to stay within budget.

Can Basedash query GA4 data exported to BigQuery?

Yes. Many teams export Google Analytics 4 data to BigQuery for deeper analysis. Basedash understands the GA4 export schema and generates proper UNNEST operations to query nested event parameters, user properties, and e-commerce data.

Can non-technical users query BigQuery through Basedash?

Yes. Basedash translates natural language questions into BigQuery SQL, runs the queries, and returns visual results. Business users can explore data and build dashboards without learning SQL or BigQuery-specific syntax like UNNEST and STRUCT.

We can help you migrate your data and dashboards from any other tool.