Databases · head to head
Cockroach Labs vs Google Vertex AI

Google Vertex AI
Machine Learning
Unified ML platform to build, deploy, and scale AI models
- From
- On request
- Rated
- -
The short version
- Only Cockroach Labs has a free tier, so it costs nothing to try first.
- Each has a real cost: Cockroach Labs basic and Standard tiers limited to AWS and GCP (select regions only); Google Vertex AI vendor lock-in to Google Cloud ecosystem makes migration to other platforms difficult
- They diverge on capability: Cockroach Labs covers Distributed SQL, Google Vertex AI covers AutoML.
Where they differ
Only the attributes on which Cockroach Labs and Google Vertex AI actually diverge.
| Attribute | Cockroach Labs | Google Vertex AI |
|---|---|---|
| Starting price | Free | On request |
| Pricing model | freemium | Unknown |
| Free tier | Yes | No |
| Platforms | AWS, GCP, Azure | Cloud, Web |
| Category | Databases | Machine Learning |
| Founded | 2015 | 2008 |
Identical on both: user rating (Not yet rated).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Cockroach Labs
- Distributed SQL
- Automatic Sharding
- Multi-region Replication
- Geo-partitioning
- ACID Transactions
- Horizontal Scaling
- Survivability
- PostgreSQL Compatibility
Only in Google Vertex AI
- AutoML
- Custom training
- Feature Store
- Model monitoring
- Prediction serving
- BigQuery
- Cloud Storage
- TensorFlow
What people use each for
The jobs each tool is most often brought in to do.
Cockroach Labs
- Distributed SQL database for scalable applicationsnot Google Vertex AI
- Multi-region deployment and failovernot Google Vertex AI
Google Vertex AI
- Machine learningnot Cockroach Labs
- Data analysisnot Cockroach Labs
- Model trainingnot Cockroach Labs
- Predictive analyticsnot Cockroach Labs
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Cockroach Labs
- Basic and Standard tiers limited to AWS and GCP (select regions only)
- Azure support restricted to Advanced tier only
- Basic tier limited to 50 million RUs and 10 GiB storage per month
- Advanced tier starts at $0.60/hour for 4 vCPUs minimum
- 3 TiB maximum storage on Basic and Standard tiers, 10 TiB per node on Advanced
Google Vertex AI
- Vendor lock-in to Google Cloud ecosystem makes migration to other platforms difficult
- Requires familiarity with Google Cloud Platform infrastructure and concepts
- Cost can escalate quickly with large training and inference workloads
Pricing, plan by plan
Cockroach Labs
FreeNo published plan breakdown. See the Cockroach Labs review.
Google Vertex AI
On requestNo published plan breakdown. See the Google Vertex AI review.
Which should you pick?
Choose Cockroach Labs if
- You need distributed sql.
- You want to start without paying.
- You work on AWS, GCP, Azure.
- You also want automatic sharding.
Choose Google Vertex AI if
- You need automl.
- You work on Cloud, Web.
- You also want custom training.
Questions people ask
- Is Cockroach Labs or Google Vertex AI better?
- Neither clearly leads. Cockroach Labs starts at Free and Google Vertex AI at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Cockroach Labs or Google Vertex AI?
- Cockroach Labs has a free tier; the other does not. Paid plans start at Free for Cockroach Labs and On request for Google Vertex AI.
- Does Cockroach Labs or Google Vertex AI run on more platforms?
- Cockroach Labs runs on AWS, GCP, Azure. Google Vertex AI runs on Cloud, Web.
- Can I use Cockroach Labs for free?
- Yes. Cockroach Labs has a free tier, so you can try it without paying. Google Vertex AI starts at On request.
- What is Cockroach Labs best used for?
- Cockroach Labs is most often used for distributed sql database for scalable applications, multi-region deployment and failover. Of those, distributed sql database for scalable applications and multi-region deployment and failover are not what Google Vertex AI is typically brought in for.
- What can Cockroach Labs do that Google Vertex AI cannot?
- Cockroach Labs covers Distributed SQL, Automatic Sharding, Multi-region Replication, Geo-partitioning. Google Vertex AI covers AutoML, Custom training, Feature Store, Model monitoring.
Answered from the vendors’ own pages
Cockroach Labs: What does the free Basic tier include?
The Basic tier is free and includes 50 million RUs and 10 GiB storage per month, with a maximum compute of 30K RU/sec. No credit card is required to start.
SourceGoogle Vertex AI: What is the pricing model for Google Vertex AI?
Vertex AI uses a pay-as-you-go model with no upfront costs or lock-in fees. Costs vary by service: training is billed by compute resources and time (30-second increments), online predictions by machine type per hour, and batch predictions by compute time or per-record for specific AutoML types.
SourceCockroach Labs: How much do the paid tiers cost?
Standard tier starts at $0.18 per hour for 2 vCPUs, and Advanced tier starts at $0.60 per hour for 4 vCPUs. Both tiers support additional resources with higher costs for increased compute and storage.
SourceGoogle Vertex AI: What types of data can Vertex AI handle?
Vertex AI supports image, video, text, and tabular data types with tools for uploading, storing, and managing large datasets.
SourceCockroach Labs: What are the storage limits for each tier?
Basic plan supports up to 3 TiB storage, Standard tier up to 3 TiB, and Advanced tier up to 10 TiB per node with unlimited total storage.
SourceGoogle Vertex AI: Does Vertex AI support custom model training?
Yes. Vertex AI supports both AutoML for automated machine learning and custom training code in Python, R, and other languages.
SourceCockroach Labs: Can I get trial credits before paying?
Yes, new users can try CockroachDB free with $400 in credits. The Basic and Standard plans do not require a credit card to start.
SourceGoogle Vertex AI: What deployment options are available in Vertex AI?
Vertex AI supports online predictions for real-time use cases and batch predictions for large-scale processing.
SourceCockroach Labs: Do legacy contracts have different pricing?
Customers with annual or multi-year contracts entered before December 1, 2024 can view legacy pricing terms on a separate page, which apply until their contract renewal date.
SourceRelated pages
More on Cockroach Labs
More on Google Vertex AI
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- Google Vertex AI vs PlanetScale
- Google Vertex AI vs Meilisearch
- Google Vertex AI vs Turso
- Google Vertex AI vs Azure SQL
- Google Vertex AI vs ClickHouse
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- Google Vertex AI vs DuckDB
- Google Vertex AI vs MariaDB
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- Google Vertex AI vs DataGrip
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- Google Vertex AI vs MotherDuck
- Google Vertex AI vs AWS SageMaker
- Google Vertex AI vs Azure Machine Learning
- Google Vertex AI vs DataRobot
- Google Vertex AI vs MLflow
- Google Vertex AI vs Snowflake
- Google Vertex AI vs Comet ML
- Google Vertex AI vs Jupyter
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- Google Vertex AI vs Pinecone
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- Google Vertex AI vs PyTorch
- Google Vertex AI vs scikit-learn
- Google Vertex AI vs Apache Spark MLlib
- Google Vertex AI vs Weaviate
- Google Vertex AI vs Weights & Biases
- Google Vertex AI vs Alteryx
- Google Vertex AI vs Anaconda
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