# Supabase AI visibility in Databases & Data Infrastructure

Canonical: https://devtune.ai/verticals/databases-data-infrastructure/supabase

[Website](https://supabase.com/)

Updated: 2026-10-18T18:51:18.525881+00:00
Prompts: 25
Runs: 6


## Platforms

- perplexity
- google-ai-mode
- bing-copilot-search
- chatgpt-search
- google-ai
- xai-search

Rank: 2
Total brands: 15
Measured responses: 150
Presence percent: 8.666666666666668
Share of voice percent: 21.195652173913043
Average position: 9.76923076923077
Docs presence percent: 8.666666666666668
Blog presence percent: 0.6666666666666667
Brand mention percent: 21.333333333333336


## Profile

Overview: Supabase is an open-source PostgreSQL development platform founded in 2020 by Paul Copplestone and Ant Wilson, and backed by Y Combinator, Accel, and Peak XV. It provides a fully managed backend-as-a-service that bundles a hosted Postgres database with authentication, auto-generated REST and GraphQL APIs, realtime subscriptions, file storage, edge functions, and vector embeddings—all accessible through a unified dashboard and multi-language SDKs. Built on enterprise-grade open-source components including PostgreSQL, PostgREST, and GoTrue, it supports both managed cloud hosting and self-deployment. With over 4 million developers and 3.5 million databases globally, Supabase became the default backend for leading AI coding platforms by 2025. As of October 2025, it holds a $5 billion valuation after raising over $500 million in total funding.
Product summary: Supabase is the open-source Postgres development platform that bundles a dedicated hosted PostgreSQL database, authentication, auto-generated REST and GraphQL APIs, realtime subscriptions, file storage, serverless edge functions, and vector embeddings into a single integrated backend platform. It is built on open-source components (PostgreSQL, PostgREST, GoTrue, Elixir Realtime) and supports both managed cloud and self-hosted deployments, making it a full-featured, lock-in-free Firebase alternative for modern web, mobile, and AI applications.


### Key capabilities

- Dedicated hosted PostgreSQL database per project with full SQL access and extensions
- Built-in authentication supporting email/password, magic links, phone OTP, social OAuth, and enterprise SSO
- Auto-generated RESTful and GraphQL APIs derived from the database schema via PostgREST and pg_graphql
- Realtime subscriptions over WebSocket for live database change broadcasts to authorized clients
- Edge Functions (serverless, Deno-based) for custom backend logic without server management
- File and media storage API backed by S3 with PostgreSQL-managed permissions
- Vector embeddings and pgvector support for AI/semantic search and RAG pipelines
- Row Level Security (RLS) for granular, policy-based data access control
- Local development CLI with Docker-based environment mirroring cloud setup
- MCP server enabling AI agents and LLM tools to interact with Supabase projects



### Target users

- Solo developers and indie hackers building MVPs
- Startup engineering teams seeking rapid backend setup
- Full-stack and frontend developers avoiding custom backend infrastructure
- AI and ML application builders requiring vector search and embeddings
- Vibe coders using AI-assisted development tools (Cursor, Bolt, Lovable, Figma)
- Enterprise teams requiring compliant (SOC 2, HIPAA, ISO 27001) managed Postgres



### Key use cases

- SaaS application backend development
- AI and LLM-powered applications with vector search and RAG pipelines
- Mobile and web apps requiring integrated auth, storage, and realtime data
- Rapid prototyping and MVP development
- Multiplayer and collaborative real-time applications
- Self-hosted open-source alternative to proprietary BaaS platforms
- Enterprise applications requiring SOC 2, HIPAA, and ISO 27001 compliance
- Vibe coding and AI-assisted app generation workflows (Bolt, Lovable, Figma)

Integrations ecosystem: Supabase maintains a partner marketplace covering auth, caching, hosting, analytics, and low-code tools. Key verified integrations include Vercel (project management and deployment), GitHub (CI/CD migration deployments on all plans), Stripe (co-design partner on the Stripe Projects CLI), Sentry (native log drains, launched Nov 2025), and Tailwind (official partner). AI coding platforms Cursor, Claude Code, Bolt.new, Lovable, and Figma use Supabase as their default backend. ML integrations include OpenAI and Hugging Face for vector embedding workflows. A Supabase MCP (Model Context Protocol) server was released in 2025, enabling AI agents to interact with projects. Official client SDKs cover JavaScript/TypeScript, Flutter, Swift, Python, C#, Go, Java, Kotlin, and Ruby; community libraries exist for Rust and Godot. Supabase Auth now supports OAuth 2.1 and OpenID Connect as an identity provider, enabling enterprise SSO and partner app integrations.
Pricing summary: Four tiers: Free (500 MB database, 50K auth MAUs, 1 GB file storage, 500K edge function invocations; projects pause after 7 days of inactivity); Pro ($25/month: 8 GB database, 100K MAUs, 100 GB storage, 2M edge function invocations, daily backups; usage-based overages apply at $0.125/GB storage and $0.00325 per extra MAU); Team ($599/month: centralized billing, org-level permissions, SOC 2 compliance reports, priority support); Enterprise (custom pricing covering Multigres, HIPAA compliance, dedicated infrastructure, and SLAs). Compute add-ons are billed separately on all paid tiers.
Review summary: User sentiment across G2 and Product Hunt is broadly positive, with developers consistently praising Supabase's comprehensive backend feature set, intuitive dashboard, quality documentation, and rapid time-to-productivity. The open-source Postgres foundation earns particular trust. G2 rates it 4.7/5 from 31 verified reviews. Product Hunt reviewers highlight fast onboarding and the value of having auth, storage, and realtime in one place. Recurring criticisms include free-tier project pausing, billing complexity around compute and storage overages, occasional service outages, and reported gaps in support responsiveness for free users.
Competitive positioning: Supabase positions itself as the open-source Firebase alternative built on PostgreSQL, emphasizing developer velocity ('build in a weekend, scale to millions'), no vendor lock-in, and a fully integrated backend platform. It differentiates from proprietary BaaS providers through open-source transparency and self-hosting capability, and from pure-database competitors by bundling auth, storage, realtime subscriptions, edge functions, and vector embeddings alongside Postgres. By 2025 it had emerged as the default backend for AI-driven 'vibe coding' tools including Bolt, Lovable, and Figma, with approximately 30% of new signups attributable to AI workloads.
Limitations: Free-tier projects pause automatically after 7 days of inactivity, making them unsuitable for always-on production use. Compute is billed separately per project server and is not covered by the spend cap, creating potential for unexpected charges. No built-in database backup for free-tier users. Some reviewers note gaps in storage and authentication maturity for complex enterprise scenarios. Horizontal scaling (sharding) requires the forthcoming Multigres add-on, not yet generally available. Occasional platform outages have been flagged in community and Trustpilot reviews, with free-tier support being limited. Vendor dependency risk exists for hosted users, though mitigated by self-hosting support.


### Source urls

- https://supabase.com/
- https://github.com/supabase/supabase
- https://techcrunch.com/2025/10/03/supabase-nabs-5b-valuation-four-months-after-hitting-2b/
- https://www.prnewswire.com/news-releases/supabase-raises-100m-at-5b-valuation-co-led-by-accel-and-peak-xv-302573153.html
- https://sacra.com/c/supabase/
- https://supabase.com/customers/maergo
- https://www.g2.com/products/supabase-supabase/reviews
- https://www.ycombinator.com/companies/supabase
- https://makerstack.co/reviews/supabase-review/

Reviewed at: 2026-04-28T23:24:31.606+00:00


### Customer outcomes

| Customer | Summary | Metric |
| --- | --- | --- |
| Maergo | Migrated from MongoDB and AWS Elastic Beanstalk to Supabase, drastically reducing codebase size and achieving near-instant deployments; the platform handled 100x peak traffic during load testing with no database issues. | 90% codebase reduction (730K to 95K LOC); deployment time from 12–15 min to seconds; 100x peak traffic load test passed |
| Chatbase | A bootstrapped founder built an AI application on Supabase and scaled it to $1 million in revenue within five months of launch without dedicated infrastructure teams. | $1M revenue in 5 months |
| Pebblely | Used Supabase Auth and row-level security to reach one million users within seven months while maintaining secure, scalable data access. | 1 million users in 7 months |



### Reviews breakdown

| Platform | Score | Score max | Review count | Url |
| --- | --- | --- | --- | --- |
| G2 | 4.7 | 5 | 31 | https://www.g2.com/products/supabase-supabase/reviews |



### Review themes



#### Praised

- Fast setup and onboarding
- All backend essentials bundled in one platform
- Excellent documentation and developer experience
- Generous free tier for prototyping
- Open-source transparency and self-hosting option
- Full Postgres with Row Level Security
- Strong AI and vector embedding support
- Intuitive dashboard enabling non-SQL database management



#### Criticized

- Free-tier projects pause after 7 days of inactivity
- Compute billed separately, causing billing surprises
- No built-in database backup for free users
- Occasional service outages affecting production projects
- Storage and auth feature maturity gaps for complex enterprise use cases
- Limited free-tier customer support responsiveness




### Company facts

Founded year: 2020
Hq: San Francisco, CA, USA


#### Founders

- Paul Copplestone
- Ant Wilson

Employees range: 200-300
Total funding: >$500M
Valuation: $5B
Arr: ~$70M
Customer count: 4M+ developers
Status: Private


Readiness: Not available


## Ranking

| Display name | Pair count | Total pairs | Presence percent | Avg position |
| --- | --- | --- | --- | --- |
| Neon | 13 | 150 | 8.666666666666668 | 5.310344827586207 |
| Supabase | 13 | 150 | 8.666666666666668 | 9.76923076923077 |
| PlanetScale | 12 | 150 | 8 | 6.851851851851852 |
| CockroachDB | 12 | 150 | 8 | 7.421052631578948 |
| MongoDB | 9 | 150 | 6 | 4.0588235294117645 |
| PingCAP | 9 | 150 | 6 | 6.3076923076923075 |
| QuestDB | 6 | 150 | 4 | 7.833333333333333 |
| ClickHouse | 5 | 150 | 3.3333333333333335 | 5.9 |
| Redis | 2 | 150 | 1.3333333333333335 | 2 |
| SingleStore | 2 | 150 | 1.3333333333333335 | 4 |
| Timescale | 2 | 150 | 1.3333333333333335 | 5 |
| Turso | 2 | 150 | 1.3333333333333335 | 5 |
| Xata | 1 | 150 | 0.6666666666666667 | 4 |
| Fauna | 0 | 150 | 0 | Not available |
| Gel | 0 | 150 | 0 | Not available |



## Platform breakdown

| Platform | Prompt count | Presence rate |
| --- | --- | --- |
| perplexity | 4 | 16 |
| google-ai-mode | 3 | 12 |
| bing-copilot-search | 0 | 0 |
| chatgpt-search | 6 | 24 |
| google-ai | 0 | 0 |
| xai-search | 0 | 0 |



## Strengths

| Prompt text | Platform count | Avg position |
| --- | --- | --- |
| Which developer-focused database platforms integrate best with IaC tools so database provisioning and config can be version-controlled? | 1 | 1 |
| Which developer-focused database platforms handle schema migrations with CI/CD pipeline tooling out of the box? | 2 | 2 |
| I'm evaluating managed cloud databases versus self-hosted options for a seed-stage product — what should I look at? | 1 | 5 |



## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| Which time-series databases maintain query performance best at 10 million events per second ingestion over long retention periods? | 3 |
| Which columnar databases handle mixed OLAP and OLTP workloads well — when does it make sense to use one over a standard row-store? | 3 |
| Which managed database platforms make multi-cloud portability practical — so moving between cloud providers isn't a nightmare? | 3 |
| Which document databases handle schema evolution most smoothly — without requiring migration scripts for every change? | 3 |
| What's the fastest serverless relational database to spin up and connect to a Node.js backend for a new SaaS app? | 2 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 0 |
| Developer Experience | 5 | 2 |
| Integrations & Ecosystem | 5 | 2 |
| Performance & Reliability | 5 | 0 |
| Setup & First Run | 5 | 4 |



## Prompt results

- Prompt text: What are the best dedicated vector databases, and how do they compare to adding vector search extensions to an existing relational database?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| PlanetScale | 4 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: What tools sync data from a primary operational database to an analytics warehouse for real-time reporting without heavy ETL infrastructure?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which managed database platforms offer the best multi-region replication with automatic conflict resolution for write-write scenarios?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| CockroachDB | 19 |



##### Google-ai





##### Xai-search




- Prompt text: Which developer-focused database platforms integrate best with IaC tools so database provisioning and config can be version-controlled?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: 1
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| MongoDB | 1 |
| CockroachDB | 3 |
| Neon | 4 |
| PlanetScale | 6 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Supabase | 1 |
| MongoDB | 5 |
| PlanetScale | 8 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| MongoDB | 1 |
| Neon | 3 |
| CockroachDB | 6 |
| PlanetScale | 8 |



##### Google-ai





##### Xai-search




- Prompt text: What tools and benchmarks help compare database platforms for high-concurrency transactional workloads before committing to one?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which cloud database platforms support change data capture for streaming row-level changes to a message queue or event bus with low latency?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which developer-focused databases offer the best local development experience that actually mirrors the production setup?


#### Brand position by platform

Perplexity: 3
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: 13
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Neon | 1 |
| Supabase | 3 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Neon | 10 |
| Supabase | 13 |
| MongoDB | 33 |



##### Google-ai





##### Xai-search




- Prompt text: What's the fastest serverless relational database to spin up and connect to a Node.js backend for a new SaaS app?


#### Brand position by platform

Perplexity: 5
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: 4
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Neon | 1 |
| Turso | 3 |
| Supabase | 5 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Neon | 1 |
| Supabase | 4 |
| Turso | 6 |



##### Google-ai





##### Xai-search




- Prompt text: Which time-series databases maintain query performance best at 10 million events per second ingestion over long retention periods?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Timescale | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| ClickHouse | 1 |
| QuestDB | 2 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| QuestDB | 2 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| ClickHouse | 1 |
| QuestDB | 6 |



##### Google-ai





##### Xai-search




- Prompt text: Which globally distributed SQL databases are worth evaluating for a latency-sensitive SaaS product compared to a traditional single-region setup?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| PlanetScale | 7 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| CockroachDB | 9 |
| PingCAP | 15 |



##### Google-ai





##### Xai-search




- Prompt text: Which managed database services offer the best backup and point-in-time recovery for production applications handling financial transactions?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which columnar databases handle mixed OLAP and OLTP workloads well — when does it make sense to use one over a standard row-store?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| PingCAP | 1 |
| SingleStore | 3 |
| ClickHouse | 6 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| PingCAP | 2 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| SingleStore | 1 |
| PingCAP | 2 |
| ClickHouse | 8 |



##### Google-ai





##### Xai-search




- Prompt text: Which managed database platforms have the best ORM and query builder compatibility for JavaScript and Python ecosystems?


#### Brand position by platform

Perplexity: 5
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Neon | 1 |
| Supabase | 5 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which ORMs and query builders offer the best TypeScript experience for a distributed SQL database?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| CockroachDB | 5 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which managed database platforms make multi-cloud portability practical — so moving between cloud providers isn't a nightmare?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| MongoDB | 1 |
| CockroachDB | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| CockroachDB | 3 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| CockroachDB | 1 |
| MongoDB | 3 |



##### Google-ai





##### Xai-search




- Prompt text: Which document databases handle schema evolution most smoothly — without requiring migration scripts for every change?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| MongoDB | 1 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| MongoDB | 1 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| MongoDB | 1 |



##### Google-ai





##### Xai-search




- Prompt text: I'm evaluating managed cloud databases versus self-hosted options for a seed-stage product — what should I look at?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: 5
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Supabase | 5 |



##### Google-ai





##### Xai-search




- Prompt text: Which serverless database platforms maintain the best read/write throughput under sustained load with reliable autoscaling?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| ClickHouse | 6 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which time-series databases have the best query authoring and debugging experience for teams coming from relational databases?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| QuestDB | 1 |



##### Google-ai-mode





##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| QuestDB | 5 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Timescale | 6 |
| QuestDB | 15 |



##### Google-ai





##### Xai-search




- Prompt text: Which cloud-native database platforms handle connection pooling best for serverless workloads with unpredictable connection spikes?


#### Brand position by platform

Perplexity: 8
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: 6
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Neon | 1 |
| Supabase | 8 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Neon | 2 |
| PlanetScale | 5 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Supabase | 6 |



##### Google-ai





##### Xai-search




- Prompt text: Which developer-focused database platforms handle schema migrations with CI/CD pipeline tooling out of the box?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: 2
Bing-copilot-search: Not available
Chatgpt-search: 2
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| PlanetScale | 1 |
| Neon | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Supabase | 2 |
| PlanetScale | 4 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Supabase | 2 |
| Neon | 11 |
| PlanetScale | 13 |



##### Google-ai





##### Xai-search




- Prompt text: What in-memory caching tools integrate best with persistent databases — and which are worth adding versus just optimizing primary database queries?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Redis | 1 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Redis | 2 |



##### Google-ai





##### Xai-search




- Prompt text: Which distributed SQL platforms support migrating from a legacy relational database with minimal downtime for a production application?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| CockroachDB | 1 |
| PingCAP | 5 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| CockroachDB | 3 |
| PingCAP | 6 |



##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which database platforms support branching so I can get a fresh isolated database copy per pull request for feature development?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: 4
Bing-copilot-search: Not available
Chatgpt-search: 3
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Neon | 2 |
| PlanetScale | 3 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Xata | 1 |
| Supabase | 4 |
| PlanetScale | 8 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Neon | 1 |
| Supabase | 3 |
| PlanetScale | 6 |



##### Google-ai





##### Xai-search




- Prompt text: Which distributed SQL databases handle automatic failover most reliably when a node goes down — with the fastest recovery times?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| CockroachDB | 3 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| CockroachDB | 3 |
| PingCAP | 4 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| PingCAP | 6 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| PingCAP | 9 |



##### Google-ai





##### Xai-search







## Top sources

| Url | Title | Domain | Logo url | Source vertical | Content type | Citation count | Last30d count |
| --- | --- | --- | --- | --- | --- | --- | --- |
| https://supabase.com/docs/guides/database/connecting-to-postgres | Connect to your database \| Supabase Docs | supabase.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/9a90dcfe-144c-484b-b3e8-1ad69eb3df89/ca385e054ac8a27e6268c927f59b172bea38e50c.png | commercial | product_page | 10 | 10 |
| https://supabase.com/docs/guides/deployment/terraform | Terraform Provider \| Supabase Docs | supabase.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/9a90dcfe-144c-484b-b3e8-1ad69eb3df89/ca385e054ac8a27e6268c927f59b172bea38e50c.png | commercial | documentation | 6 | 6 |
| https://supabase.com/docs/guides/database/connecting-to-postgres/pooling-and-limits | Connection pooling and limits \| Supabase Docs | supabase.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/9a90dcfe-144c-484b-b3e8-1ad69eb3df89/ca385e054ac8a27e6268c927f59b172bea38e50c.png | commercial | documentation | 4 | 4 |
| https://supabase.com/docs/guides/deployment/branching | Branching \| Supabase Docs | supabase.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/9a90dcfe-144c-484b-b3e8-1ad69eb3df89/ca385e054ac8a27e6268c927f59b172bea38e50c.png | commercial | product_page | 4 | 4 |
| https://supabase.com/docs/guides/deployment/managing-environments | Managing Environments \| Supabase Docs | supabase.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/9a90dcfe-144c-484b-b3e8-1ad69eb3df89/ca385e054ac8a27e6268c927f59b172bea38e50c.png | commercial | product_page | 3 | 3 |
| https://supabase.com/features/terraform-provider | Terraform provider \| Supabase Features | supabase.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/9a90dcfe-144c-484b-b3e8-1ad69eb3df89/ca385e054ac8a27e6268c927f59b172bea38e50c.png | commercial | documentation | 3 | 3 |
| https://supabase.com/docs/guides/local-development.md | supabase.com - local development.md | supabase.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/9a90dcfe-144c-484b-b3e8-1ad69eb3df89/ca385e054ac8a27e6268c927f59b172bea38e50c.png | commercial | documentation | 2 | 2 |
| https://supabase.com/docs/guides/database/overview | Database \| Supabase Docs | supabase.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/9a90dcfe-144c-484b-b3e8-1ad69eb3df89/ca385e054ac8a27e6268c927f59b172bea38e50c.png | commercial | product_page | 2 | 2 |



## Response excerpts

| Prompt text | Platform | Excerpt |
| --- | --- | --- |
| Which developer-focused databases offer the best local development experience that actually mirrors the production setup? | bing-copilot-search | ...pports anonymization for safe use.[Self-Hosted Database Development & Testing Environments: Database Lab Engine vs Neon vs Supabase Local Dev Compared \| Pi Stack](https://www.pistack.xyz/posts/2026-06-16-self-hosted-database-dev-test-environments-dblab-n... |
| What's the fastest serverless relational database to spin up and connect to a Node.js backend for a new SaaS app? | bing-copilot-search | For spinning up a serverless relational database quickly and connecting it to a Node.js backend for a SaaS app, the leading options in 2025 are Supabase, Neon, PlanetScale, Turso, and CockroachDB Serverless. |
| Which managed database platforms have the best ORM and query builder compatibility for JavaScript and Python ecosystems? | bing-copilot-search | ...sly with PostgreSQL, MySQL, SQL Server, SQLite, MongoDB on platforms like AWS RDS, Azure Database, Google Cloud SQL, Supabase, PlanetScale.Best ORM Tools in 2026 \| techstack.sh Drizzle OR... |



## Competitor excerpts

| Platform | Competitor name | Excerpt |
| --- | --- | --- |
| google-ai-mode | ClickHouse | ...he systems proven to handle this tier of sustained ingestion while maintaining high query performance include: * * ClickHouse * How it handles 10M+ EPS & Retention: ClickHouse is an open-source, columnar OLAP database built explicitly fo... |
| google-ai-mode | QuestDB | ...etflix optimized its petabyte-scale logging system with](https://clickhouse.com/blog/netflix-petabyte-scale-logging) * QuestDB * How it handles 10M+ EPS & Retention: QuestDB is engineered from the ground up for high-throughput time-series... |
| bing-copilot-search | QuestDB | For sustained query performance at extreme ingestion rates (≈10M events/sec) with long retention, the strongest candidates are QuestDB, ClickHouse, and InfluxDB 3.0, with TimescaleDB viable when SQL compatibility is critical. |
| chatgpt-search | ClickHouse | ## 1. ClickHouse Best for analytical queries A strong first choice for large event datasets, high-cardinality dimensions, aggregations, and queries spanning weeks or years. |
| perplexity | SingleStore | \| \| SingleStore \| Offers in-memory rowstore tables for demanding point-lookup and update-heavy transactions, plus on-disk columnstore/“Universal Storage” with features such as indexes, row-level locking, and upserts for mixed workloads. |
| google-ai-mode | PingCAP | pingcap.com/article/tidb-the-ultimate-htap-database-for-modern-applications/) * * OLTP needs fast single-row lookups, heavy concurrent writes, and strict ACID guarantees (traditionally best on row-stores like PostgreSQL or MySQL). |
| chatgpt-search | SingleStore | ## 2. SingleStore Best for mixed application SQL and real-time analytics Combines rowstore and columnstore table options in a distributed SQL database. |
| chatgpt-search | PingCAP | pingcap.com/tidb/stable/tiflash-overview/)Primary Key tableData Update and Delete ## 3. When does a columnar database beat a standard row-store? |
| perplexity | MongoDB | \| Platform \| Why it can help \| Important caveat \| \|---\|---\|---\| \| MongoDB Atlas \| Runs on AWS, Azure, and Google Cloud. |
| google-ai-mode | CockroachDB | ...n how they abstract infrastructure: * * Distributed SQL Databases (Cloud-Agnostic & Native Multi-Cloud) * _CockroachDB Dedicated / BYOC_ : Built on a shared-nothing, distributed architecture, _ CockroachDB_ abstracts underlying cloud st... |
| chatgpt-search | CockroachDB | My shortlist would start with CockroachDB, MongoDB Atlas, YugabyteDB, Google Cloud AlloyDB Omni, and cloud-neutral PostgreSQL or MySQL deployments. |
| chatgpt-search | MongoDB | My shortlist would start with CockroachDB, MongoDB Atlas, YugabyteDB, Google Cloud AlloyDB Omni, and cloud-neutral PostgreSQL or MySQL deployments. |



## Trend

Visibility delta: 3.127272727272728
Avg position delta: 6.935897435897436
Citation count delta: 33