# CockroachDB AI visibility in Databases & Data Infrastructure

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

[Website](https://www.cockroachlabs.com/)

Updated: 2026-09-27T22:47:31.942248+00:00
Prompts: 25
Runs: 6


## Platforms

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

Rank: 4
Total brands: 15
Measured responses: 150
Presence percent: 6
Share of voice percent: 14.049586776859504
Average position: 3.4705882352941178
Docs presence percent: 1.3333333333333335
Blog presence percent: 2
Brand mention percent: 6


## Profile

Overview: Cockroach Labs, founded in 2015 by ex-Google engineers Spencer Kimball, Peter Mattis, and Ben Darnell, develops CockroachDB—a cloud-native, PostgreSQL-compatible distributed SQL database designed for always-on, globally distributed applications. Inspired by Google Spanner, CockroachDB distributes data across nodes and regions automatically, providing serializable ACID transactions, zero-downtime upgrades, and configurable data placement for regulatory compliance. It is available as a fully managed cloud service (Basic, Standard, and Advanced tiers on AWS, GCP, and Azure), a bring-your-own-cloud (BYOC) option, and a self-hosted enterprise edition. Customers include Netflix, OpenAI, DoorDash, Booking.com, Nvidia, SpaceX, and SumUp, spanning fintech, gaming, media, retail, and AI verticals across 40+ countries.
Product summary: CockroachDB is a distributed SQL database that stores data across a symmetric cluster of nodes, automatically replicating and rebalancing data to survive node and regional failures without operator intervention. It speaks the PostgreSQL wire protocol, enabling compatibility with existing PostgreSQL drivers, frameworks, and tooling. The product spans three deployment modes—CockroachDB Cloud (fully managed, multi-tenant), Bring Your Own Cloud (managed control plane, customer VPC), and Self-Hosted Enterprise—and includes built-in features for multi-region data placement, change data capture, native vector search (C-SPANN), and AI agent tooling (MCP Server, Agent Skills).


### Key capabilities

- Distributed SQL with PostgreSQL wire-protocol compatibility (drop-in migrations)
- Automatic horizontal scaling across nodes without manual sharding
- Multi-region active-active topology with zero-downtime upgrades and schema changes
- Serializable ACID transactions with strong consistency across global deployments
- Configurable data domiciling and geo-partitioning for data sovereignty and compliance
- 99.99%–99.999% availability SLA with automated failover and disaster recovery
- Native vector search via C-SPANN distributed indexing with pgvector API compatibility
- Enterprise changefeeds (CDC) for real-time data streaming to downstream systems
- Multi-cloud deployment on AWS, GCP, and Azure plus on-premises/hybrid (BYOC and self-hosted)
- AI agent integrations: MCP Server, ccloud CLI, LangChain support



### Target users

- Enterprise engineering teams building globally distributed, mission-critical applications
- Database architects and DBAs migrating from legacy RDBMS (Oracle, PostgreSQL, MySQL)
- Platform and SRE teams requiring 99.99%+ uptime with automated failover
- Fintech and banking developers needing serializable transactions and compliance (PCI-DSS, HIPAA)
- AI and ML application engineers building GenAI/RAG workloads requiring unified transactional and vector data
- Cloud-native SaaS companies scaling to multi-region deployments without manual sharding



### Key use cases

- Global payments and financial ledger systems requiring strong consistency and high throughput
- Mission-critical SaaS applications needing always-on multi-region availability
- e-Commerce order management and inventory at scale
- Gaming leaderboards and player metadata across global regions
- Identity and access management (IAM) with distributed global state
- IoT and device management platforms handling large-scale concurrent event ingestion
- AI and GenAI applications combining transactional and vector data (RAG pipelines)
- Legacy RDBMS and mainframe modernization migrations

Integrations ecosystem: CockroachDB integrates across the major cloud and enterprise ecosystems. AWS: Strategic Collaboration Agreement (SCA) signed October 2024 with AWS Marketplace PAYG listing, AWS Bedrock pgvector integration, and AWS Financial Services Competency certification. Google Cloud: available across 28+ GCP regions with native partnership. Azure: supported on the Advanced cloud tier. IBM: OEM partnership announced October 2025—'CockroachDB PostgreSQL for IBM' extends the product to IBM LinuxONE, IBM Z, Power Systems, Red Hat OpenShift, and IBM Cloud with watsonx.data integration. PwC UK: strategic collaboration for mainframe modernization and regulatory compliance. Observability: Datadog, Splunk, Dynatrace, and New Relic for metrics and log export. AI/ML: LangChain integration for agentic AI, Apache Spark via PostgreSQL JDBC, AWS Bedrock and Google Vertex AI for embeddings. AI agent tooling: MCP Server (works with Claude Code, Cursor, Windsurf), ccloud CLI, and Agent Skills. SSO: Okta OIDC/SAML. GraphQL: Hasura native integration. CDC: built-in enterprise changefeeds replacing Debezium. Migration: MOLT tooling and AWS DMS support. Kubernetes and Terraform support included.
Pricing summary: CockroachDB Cloud offers three tiers. Basic is free (50M request units + 10 GiB storage/month free, scales to zero; supports AWS and GCP). Standard starts at $0.18/hr per 2 vCPUs (provisioned compute up to 200 vCPUs; AWS and GCP; currently in Preview). Advanced starts at $0.60/hr per 4 vCPUs (unlimited scaling, AWS/GCP/Azure, 99.999% multi-region SLA, CMEK, PCI-DSS and HIPAA support). New accounts receive $400 in free credits; no credit card is required for Basic and Standard plans. Self-hosted and BYOC enterprise pricing is negotiated separately. Updated usage-based billing (data transfer, backups, CDC) took effect December 1, 2024 for new customers.
Review summary: CockroachDB earns consistently positive ratings for resilience, automatic scaling, and PostgreSQL compatibility. It was named a Gartner Peer Insights Customers' Choice for Cloud Database Management Systems two consecutive years (2023 and 2024), with 97% of reviewers willing to recommend the product as of the 2024 report. Users on G2 and Gartner praise the zero-operational-overhead experience, responsive support team, and seamless multi-region configuration. Common criticisms include a steep learning curve for distributed operational concepts, the three-node minimum cost for dedicated clusters, partial PostgreSQL feature parity (especially triggers), and latency overhead for cross-region transactions.
Competitive positioning: Cockroach Labs positions CockroachDB as the resilience-first, cloud-agnostic distributed SQL database for mission-critical workloads—differentiating primarily on surviving regional failures with zero data loss, automatic horizontal scaling without manual sharding, and PostgreSQL wire-protocol compatibility that enables lift-and-shift migrations. Its core pitch is a single globally-distributed OLTP database that replaces both legacy RDBMS sharding architectures and multi-database regional setups. Against NewSQL peers like PingCAP/TiDB, Cockroach Labs emphasizes multi-cloud portability (AWS, GCP, Azure) and a stricter serializable-by-default consistency model. Against serverless PostgreSQL entrants (Neon, Supabase), it targets larger enterprises with compliance-grade SLAs (99.999% for multi-region Advanced) and regulatory features like data domiciling, PCI-DSS support, and HIPAA readiness. Against MongoDB it asserts relational correctness and ACID guarantees with comparable developer ease.
Limitations: The minimum viable dedicated cluster requires three nodes, creating a higher cost floor compared to single-node PostgreSQL deployments. The Basic/Serverless cloud tier is not PCI-DSS compliant and does not support VPC peering. Cross-region distributed transactions incur Raft consensus overhead, making global transactions more latency-sensitive than single-region workloads. Partial support for PostgreSQL triggers can slow migration efforts from trigger-heavy legacy schemas. Some third-party database management tools (e.g., Navicat) do not natively support CockroachDB metadata presentation. CSV exports lack headers by default—a known user friction point noted in Gartner reviews. The database is resource-intensive (CPU, memory, storage) relative to simpler single-node databases. CockroachDB's source-available license (changed from Apache 2.0 in 2019) limits certain commercial use without a paid agreement.


### Source urls

- https://www.cockroachlabs.com/
- https://www.cockroachlabs.com/pricing/
- https://www.cockroachlabs.com/about/
- https://www.cockroachlabs.com/customers/netflix/
- https://www.cockroachlabs.com/customers/riskified/
- https://www.cockroachlabs.com/news/press-release-series-f-funding/
- https://www.cockroachlabs.com/blog/cockroach-labs-named-as-a-customers-choice-in-2024-gartner-r-peer-insights/
- https://www.cockroachlabs.com/blog/cockroachdb-at-aws-reinvent-2025/
- https://www.cockroachlabs.com/blog/ibm-oems-cockroachdb/
- https://www.gartner.com/reviews/market/cloud-database-management-systems/vendor/cockroach-labs/product/cockroachdb
- https://www.g2.com/sellers/cockroach-labs
- https://www.prnewswire.com/news-releases/cockroach-labs-signs-strategic-collaboration-agreement-with-aws-to-accelerate-modernization-and-genai-adoption-302285027.html
- https://en.wikipedia.org/wiki/CockroachDB
- https://research.contrary.com/company/cockroach-labs
- https://sacra.com/c/cockroach-labs/

Reviewed at: 2026-04-28T23:21:59.884+00:00


### Customer outcomes

| Customer | Summary | Metric |
| --- | --- | --- |
| Netflix | Netflix operates CockroachDB as an internal database-as-a-service fleet powering device management, ML workflow orchestration, content delivery, and gaming workloads across multiple business units. | 380+ CockroachDB clusters deployed, including 60+ multi-region clusters and clusters storing up to 26 TB of data |
| Riskified | Riskified migrated from Aurora PostgreSQL to CockroachDB to eliminate a single-writer throughput bottleneck, achieving a zero-downtime migration while gaining elastic scale-up and scale-down for seasonal demand. | 10,000+ online transactions per second handled post-migration |
| CoreWeave | CoreWeave relies on CockroachDB to manage object metadata at hyperscale, maintaining strong consistency and always-on availability as its cloud infrastructure business grew rapidly. | Trillions of objects managed with strong consistency |
| SumUp | SumUp adopted CockroachDB for its global payments platform to adhere to regulations such as the Digital Operational Resilience Act (DORA) across 35 markets without maintaining per-country databases. | 4M+ merchants across 35 markets served from a single distributed database |



### Reviews breakdown

| Platform | Score | Score max | Review count | Url |
| --- | --- | --- | --- | --- |
| G2 | 4.3 | 5 | 29 | https://www.g2.com/sellers/cockroach-labs |
| Gartner Peer Insights | 4.7 | 5 | 83 | https://www.gartner.com/reviews/market/cloud-database-management-systems/vendor/cockroach-labs/product/cockroachdb |



### Review themes



#### Praised

- Automatic horizontal scaling with no manual sharding
- PostgreSQL compatibility enabling easy migrations
- Zero-downtime upgrades and schema changes
- High availability and fault tolerance across regions
- Responsive and knowledgeable customer support
- Multi-region deployment simplicity
- Reliable, self-healing operations with minimal babysitting
- Strong ACID consistency for fintech workloads



#### Criticized

- Steep learning curve for distributed operational concepts
- 3-node minimum cluster requirement increases starting cost
- Partial PostgreSQL trigger support complicates some migrations
- Cross-region transaction latency overhead
- Configuration complexity for beginners
- Resource-intensive (CPU, memory, storage) vs. traditional databases
- CSV exports lack column headers by default
- Not optimal for single-node or low-scale workloads vs. vanilla PostgreSQL




### Company facts

Founded year: 2015
Hq: New York, NY, USA


#### Founders

- Spencer Kimball
- Peter Mattis
- Ben Darnell

Employees range: 700-750
Total funding: $633M
Valuation: $5B
Arr: Not available
Customer count: 40+ countries, 70+ billion-dollar enterp
Status: Private


Readiness: Not available


## Ranking

| Display name | Pair count | Total pairs | Presence percent | Avg position |
| --- | --- | --- | --- | --- |
| Neon | 11 | 150 | 7.333333333333333 | 2.739130434782609 |
| Supabase | 10 | 150 | 6.666666666666667 | 4.473684210526316 |
| MongoDB | 9 | 150 | 6 | 3 |
| CockroachDB | 9 | 150 | 6 | 3.4705882352941178 |
| ClickHouse | 6 | 150 | 4 | 3.8181818181818183 |
| PlanetScale | 5 | 150 | 3.3333333333333335 | 3.2857142857142856 |
| QuestDB | 5 | 150 | 3.3333333333333335 | 3.9 |
| Redis | 3 | 150 | 2 | 2.75 |
| PingCAP | 3 | 150 | 2 | 3.142857142857143 |
| SingleStore | 3 | 150 | 2 | 3.142857142857143 |
| Timescale | 2 | 150 | 1.3333333333333335 | 1 |
| Xata | 1 | 150 | 0.6666666666666667 | 5 |
| Turso | 1 | 150 | 0.6666666666666667 | 7 |
| Fauna | 0 | 150 | 0 | Not available |
| Gel | 0 | 150 | 0 | Not available |



## Platform breakdown

| Platform | Prompt count | Presence rate |
| --- | --- | --- |
| google-ai-mode | 1 | 4 |
| perplexity | 4 | 16 |
| google-ai | 2 | 8 |
| bing-copilot-search | 0 | 0 |
| chatgpt-search | 2 | 8 |
| xai-search | 0 | 0 |



## Strengths

| Prompt text | Platform count | Avg position |
| --- | --- | --- |
| Which managed database platforms make multi-cloud portability practical — so moving between cloud providers isn't a nightmare? | 1 | 1 |
| Which distributed SQL platforms support migrating from a legacy relational database with minimal downtime for a production application? | 3 | 3 |



## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| Which columnar databases handle mixed OLAP and OLTP workloads well — when does it make sense to use one over a standard row-store? | 4 |
| Which developer-focused database platforms integrate best with IaC tools so database provisioning and config can be version-controlled? | 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 |
| Which database platforms support branching so I can get a fresh isolated database copy per pull request for feature development? | 2 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 1 |
| Developer Experience | 5 | 0 |
| Integrations & Ecosystem | 5 | 2 |
| Performance & Reliability | 5 | 1 |
| Setup & First Run | 5 | 1 |



## Prompt results

- 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

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



#### Platform rows



##### Google-ai-mode





##### Perplexity





##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search





##### 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

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



#### Platform rows



##### Google-ai-mode

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



##### Perplexity

| Display name | Position |
| --- | --- |
| Neon | 1 |
| Supabase | 2 |



##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| MongoDB | 1 |
| Supabase | 2 |



##### 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

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



#### Platform rows



##### Google-ai-mode





##### Perplexity





##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search





##### 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

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



#### Platform rows



##### Google-ai-mode





##### Perplexity

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



##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Neon | 1 |
| Supabase | 2 |



##### 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

Google-ai-mode: Not available
Perplexity: 1
Google-ai: Not available
Bing-copilot-search: Not available
Chatgpt-search: 2
Xai-search: Not available



#### Platform rows



##### Google-ai-mode





##### Perplexity

| Display name | Position |
| --- | --- |
| CockroachDB | 1 |



##### Google-ai

| Display name | Position |
| --- | --- |
| PingCAP | 1 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| CockroachDB | 2 |



##### 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

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



#### Platform rows



##### Google-ai-mode





##### Perplexity





##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search





##### 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

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



#### Platform rows



##### Google-ai-mode





##### Perplexity

| Display name | Position |
| --- | --- |
| SingleStore | 1 |
| ClickHouse | 5 |



##### Google-ai

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



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| ClickHouse | 2 |



##### Chatgpt-search

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



##### 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

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



#### Platform rows



##### Google-ai-mode

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



##### Perplexity

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



##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search





##### Xai-search




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


#### Brand position by platform

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



#### Platform rows



##### Google-ai-mode





##### Perplexity





##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search





##### 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

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



#### Platform rows



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| MongoDB | 3 |



##### Perplexity

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



##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| MongoDB | 2 |



##### 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

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



#### Platform rows



##### Google-ai-mode





##### Perplexity

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



##### Google-ai

| Display name | Position |
| --- | --- |
| Xata | 5 |



##### Bing-copilot-search





##### Chatgpt-search

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



##### 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

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



#### Platform rows



##### Google-ai-mode





##### Perplexity





##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search





##### Xai-search




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


#### Brand position by platform

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



#### Platform rows



##### Google-ai-mode





##### Perplexity





##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search





##### Xai-search




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


#### Brand position by platform

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



#### Platform rows



##### Google-ai-mode





##### Perplexity

| Display name | Position |
| --- | --- |
| Neon | 1 |



##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search





##### 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

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



#### Platform rows



##### Google-ai-mode





##### Perplexity

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



##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Supabase | 1 |
| PlanetScale | 2 |



##### 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

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



#### Platform rows



##### Google-ai-mode





##### Perplexity

| Display name | Position |
| --- | --- |
| Redis | 4 |



##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search





##### 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

Google-ai-mode: Not available
Perplexity: 5
Google-ai: 3
Bing-copilot-search: Not available
Chatgpt-search: 1
Xai-search: Not available



#### Platform rows



##### Google-ai-mode





##### Perplexity

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



##### Google-ai

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



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| CockroachDB | 1 |



##### Xai-search




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


#### Brand position by platform

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



#### Platform rows



##### Google-ai-mode





##### Perplexity

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



##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Supabase | 2 |
| Neon | 3 |
| MongoDB | 4 |
| PlanetScale | 5 |
| Turso | 7 |



##### Xai-search




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


#### Brand position by platform

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



#### Platform rows



##### Google-ai-mode





##### Perplexity

| Display name | Position |
| --- | --- |
| MongoDB | 3 |



##### Google-ai





##### Bing-copilot-search

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



##### Chatgpt-search

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



##### 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

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



#### Platform rows



##### Google-ai-mode





##### Perplexity

| Display name | Position |
| --- | --- |
| Timescale | 1 |
| QuestDB | 3 |



##### Google-ai

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



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Timescale | 1 |
| QuestDB | 2 |
| ClickHouse | 3 |



##### Xai-search




- 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

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



#### Platform rows



##### Google-ai-mode





##### Perplexity

| Display name | Position |
| --- | --- |
| Neon | 3 |



##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| MongoDB | 5 |



##### 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

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



#### Platform rows



##### Google-ai-mode





##### Perplexity





##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search





##### 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

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



#### Platform rows



##### Google-ai-mode





##### Perplexity

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



##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| ClickHouse | 1 |
| QuestDB | 4 |



##### 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

Google-ai-mode: Not available
Perplexity: 5
Google-ai: 1
Bing-copilot-search: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai-mode





##### Perplexity

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



##### Google-ai

| Display name | Position |
| --- | --- |
| CockroachDB | 1 |
| PingCAP | 2 |



##### Bing-copilot-search





##### Chatgpt-search





##### 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

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



#### Platform rows



##### Google-ai-mode





##### Perplexity

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



##### Google-ai





##### Bing-copilot-search





##### Chatgpt-search

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



##### Xai-search







## Top sources

| Url | Title | Domain | Logo url | Source vertical | Content type | Citation count | Last30d count |
| --- | --- | --- | --- | --- | --- | --- | --- |
| https://www.cockroachlabs.com/migrations/ | Database Migrations to CockroachDB & Cockroach Continuum by Cockroach Labs | cockroachlabs.com | Not available | commercial | product_page | 10 | 10 |
| https://www.cockroachlabs.com/compare/yugabyte-vs-cockroachdb/ | CockroachDB vs YugabyteDB | cockroachlabs.com | Not available | commercial | comparison | 7 | 7 |
| https://www.cockroachlabs.com/compare/amazon-aurora-vs-cockroachdb/ | CockroachDB vs Amazon Aurora and DSQL - Cockroach Labs | cockroachlabs.com | Not available | commercial | comparison | 4 | 4 |
| https://www.cockroachlabs.com/docs/v23.1/demo-fault-tolerance-and-recovery | Fault Tolerance & Recovery - CockroachDB | cockroachlabs.com | Not available | commercial | documentation | 3 | 3 |
| https://www.cockroachlabs.com/blog/what-is-cloud-portability/ | What is cloud portability, and why should you care? | cockroachlabs.com | Not available | commercial | comparison | 2 | 2 |
| https://www.cockroachlabs.com/docs/v24.1/demo-fault-tolerance-and-recovery | Fault Tolerance & Recovery | cockroachlabs.com | Not available | commercial | documentation | 2 | 2 |
| https://www.cockroachlabs.com/blog/transitioning-to-distributed-architecture/ | Mainframe to Distributed SQL, Part 5 - Cockroach Labs | cockroachlabs.com | Not available | commercial | blog_post | 1 | 1 |
| https://www.cockroachlabs.com/glossary/distributed-db/dsql/ | What is DSQL? | cockroachlabs.com | Not available | commercial | comparison | 1 | 1 |



## Response excerpts

| Prompt text | Platform | Excerpt |
| --- | --- | --- |
| Which managed database platforms offer the best multi-region replication with automatic conflict resolution for write-write scenarios? | google-ai | Back4app \+ 1 2. Alternative (Consensus-based): If you cannot tolerate _any_ silent data loss or automatic overwrites, platforms like Google Cloud Spanner or CockroachDB bypass conflict resolution entirely. |
| Which developer-focused database platforms integrate best with IaC tools so database provisioning and config can be version-controlled? | google-ai | CockroachDB Cloud (Distributed SQL) * Why it fits: CockroachDB is designed for massive scale and resilience. |
| Which distributed SQL platforms support migrating from a legacy relational database with minimal downtime for a production application? | google-ai | CockroachDB * Compatibility: PostgreSQL-wire compatible. * Migration Approach: CockroachDB relies heavily on standard ecosystem tools for ingestion. |



## Competitor excerpts

| Platform | Competitor name | Excerpt |
| --- | --- | --- |
| perplexity | SingleStore | SingleStore is the clearest example of an HTAP-oriented system. It combines an in-memory rowstore for low-latency transactional access with a disk-based columnstore for scans and historical analytics; it can query across both in one system. |
| bing-copilot-search | ClickHouse | Columnar databases like ClickHouse, Snowflake, BigQuery, and DuckDB can handle mixed OLAP/OLTP workloads, but they excel mainly when analytical queries dominate. |
| chatgpt-search | SingleStore | ...\| Database \| Mixed workload strength \| OLTP side \| OLAP side \| Best fit \| \| --- \| --- \| --- \| --- \| --- \| \| SingleStore \| Very strong \| Native in-memory rowstore + transactions \| Disk columnstore \| Applications that genuinely need bot... |
| chatgpt-search | ClickHouse | ...deletes, point-query path \| Excellent distributed columnar OLAP \| Real-time analytics + CDC/updating dimensions \| \| ClickHouse \| Moderate \| Inserts/upserts/mutations, but not full OLTP \| Excellent \| Analytics-heavy systems with relatively lig... |
| google-ai-mode | Neon | Terraform Registry +1 3. * Neon * IaC Support: Community-maintained/Neon-sponsored Neon Terraform Provider * What you can version-control: Neon projects, compute endpoints, branching structures, database roles, and specific databases. |
| google-ai-mode | Supabase | The top-tier developer-focused database platforms with strong IaC integration include: 1. * Supabase * IaC Support: Official [Supabase Terraform Provider](/goto?url=CAESawHrOzAVs7uA4VvfQlkAInqoLvmDDfeN-LziMiZ5rqgrJGBeb83JlK2kdPprYCL... |
| perplexity | Neon | For version-controlled database provisioning and configuration, Neon and Supabase are the strongest developer-focused options among the platforms reviewed. |
| perplexity | Supabase | For version-controlled database provisioning and configuration, Neon and Supabase are the strongest developer-focused options among the platforms reviewed. |
| chatgpt-search | MongoDB | ...\| Platform \| IaC integration \| What you can version-control \| Developer fit \| \| --- \| --- \| --- \| --- \| \| MongoDB Atlas \| Excellent — official Terraform provider \| Projects, clusters, networking, users, backups, integrations, poli... |
| chatgpt-search | Supabase | ...— official Terraform provider \| Projects, clusters, networking, users, backups, integrations, policies \| ⭐⭐⭐⭐⭐ \| \| Supabase \| Good — official Terraform provider \| Projects, branches, settings, API/config resources \| ⭐⭐⭐⭐ \| \| Neon \|... |
| perplexity | MongoDB | ...ting existing documents.[1] \| You must manage consistency and old document versions in application code; Couchbase explicitly recommends versioning and lazy/in-place upgrades when needed.[2] \| \| MongoDB \| Excellent, with more optional governance. |
| bing-copilot-search | MongoDB | The document databases that handle schema evolution most smoothly — without requiring migration scripts for every change — are MongoDB and Couchbase, thanks to their flexible, schema-less data models. |



## Trend

Visibility delta: -1.0285714285714285
Avg position delta: 0.4229691876750703
Citation count delta: -4