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Astra DB, now part of IBM watsonx.data vs. OpenAI API Platform

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    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    Astra DB, now part of IBM watsonx.data

    Score8.8 out of 10
    N/AAstra DB is a vector database for developers. In 2025 Datastax, the developer and supporter of Astra DB, was acquired. Astra DB is now available as a component of the IBM watsonx.data Multicloud offering.N/A

    OpenAI API Platform

    Score9.1 out of 10
    N/AThe OpenAI API platform provides a simple interface to AI models for text generation, natural language processing, computer vision, and other purposes.

    $0

    per  1K tokens

    Pricing
    Astra DB, now part of IBM watsonx.dataOpenAI API Platform
    Editions & Modules
    No answers on this topic
    Ada
    $0.0008
    per  1K tokens
    Babbage
    $0.0012
    per  1K tokens
    Curie
    $0.0060
    per  1K tokens
    Davinci
    $0.0600
    per  1K tokens
    Offerings
    Pricing Offerings
    Astra DB, now part of IBM watsonx.dataOpenAI API Platform
    Free Trial
    YesNo
    Free/Freemium Version
    YesNo
    Premium Consulting/Integration Services
    YesNo
    Entry-level Setup FeeNo setup feeNo setup fee
    Additional Details——
    More Pricing Information
    Community Pulse
    Astra DB, now part of IBM watsonx.dataOpenAI API Platform
    Considered Both Products
    Discontinued Products
    Chose Astra DB, now part of IBM watsonx.data
    I never tried Pinecone with a production workload, but I can say that the enterprise support and care of DataStax is game changer. They really put effort in creating with you a valid and effective solution for your business.
    Incentivized
    Chose Astra DB, now part of IBM watsonx.data
    We know Astra is built on Cassandra / Kubernetes / Stargate and can work on any cloud. The competitors we reviewed are cloud specific and create a lock in. We also have the option to run Cassandra / Stargate ourselves if we wanted to. The competitors don’t give that option.
    Incentivized
    OpenAI
    No answer on this topic
    Key User Insights
    Would buy again
    100%
    Would buy again
    46 Answers
    No answers on this topic
    Delivers good value for the price
    100%
    Delivers good value for the price
    45 Answers
    No answers on this topic
    Happy with the feature set
    98%
    Happy with the feature set
    45 Answers
    No answers on this topic
    Lived up to sales and marketing promises
    98%
    Lived up to sales and marketing promises
    40 Answers
    No answers on this topic
    Implementation went as expected
    98%
    Implementation went as expected
    44 Answers
    No answers on this topic
    Features
    Astra DB, now part of IBM watsonx.dataOpenAI API Platform
    Vector Database
    Comparison of Vector Database features of Astra DB, now part of IBM watsonx.data and OpenAI API Platform
    Feature
    Astra DB, now part of IBM watsonx.data
    8.0
    12 Ratings
    1% above category average
    OpenAI API Platform
    -
    Ratings
    Vector Data Connection8.212 Ratings00 Ratings
    Vector Data Editing8.56 Ratings00 Ratings
    Attribute Management7.710 Ratings00 Ratings
    Geospatial Analysis8.26 Ratings00 Ratings
    Geometric Transformations8.06 Ratings00 Ratings
    Vector Data Visualization8.07 Ratings00 Ratings
    Coordinate Reference System Management:7.96 Ratings00 Ratings
    Data Import/Export8.011 Ratings00 Ratings
    Symbolization and Styling8.35 Ratings00 Ratings
    Data Sharing and Collaboration7.69 Ratings00 Ratings
    Best Alternatives
    Astra DB, now part of IBM watsonx.dataOpenAI API Platform
    Small Businesses
    No answers on this topic
    Saturn Cloud
    Score7.8 out of 10
    Medium-sized Companies
    No answers on this topic
    DataRobot
    Score8.2 out of 10
    Enterprises
    No answers on this topic
    DataRobot
    Score8.2 out of 10
    All AlternativesView all alternativesView all alternatives
    User Ratings
    Astra DB, now part of IBM watsonx.dataOpenAI API Platform
    Likelihood to Recommend
    8.7
    (46 ratings)
    8.6
    (3 ratings)
    Usability
    7.8
    (4 ratings)
    10.0
    (2 ratings)
    Support Rating
    8.9
    (4 ratings)
    -
    (0 ratings)
    Product Scalability
    8.6
    (44 ratings)
    -
    (0 ratings)
    User Testimonials
    Astra DB, now part of IBM watsonx.dataOpenAI API Platform
    Likelihood to Recommend
    Discontinued Products
    We've been super happy with Astra DB. It's been extremely well-suited for our vector search needs as described in previous responses. With Astra DB’s high-performance vector search, Maester’s AI dynamically optimizes responses in real-time, adapting to new user interactions without requiring costly retraining cycles.
    Incentivized
    Read full review
    OpenAI
    For smaller organizations that run lean and would like to get to deploy a solution quickly. This is a solution that is easy and quick to develop. It has a good amount of customization. However, for advanced customization this might not be a good solution. I suggest experimenting with OpenAI API and then if the experimentation is successful then it is a good idea to optimize and try other LLM models.
    Incentivized
    Read full review
    Pros
    Discontinued Products
    • We need to be able to process a lot of data (our biggest clients process hundreds of milions of transactions every month). However, it is not only the amount of data, it is also an unpredictable patterns with spikes occuring at different points of time - something athat Astra is great at.
    • Our processing needs to be extremaly fast. Some of our clients use our enrichment in a synchronous way, meaning that any delay in processing is holding up the whole transaction lifecycle and can have a major impact on the client. Astra is very fast.
    • A close collaboration with GCP makes our life very easy. All of our technology sits in Google Cloud, so having Astra in there makes it a no-brainer solution for us.
    Incentivized
    Read full review
    OpenAI
    • The developer experience is top notch. Their SDKs are super easy to use
    • Organization and project billing separation. You know where everything was consumed.
    • Playground. The playground is super useful to prototype without writing a single line of code
    Incentivized
    Read full review
    Cons
    Discontinued Products
    • Need better fine-grained Security options.
    • The support team sometimes requires the escalate button pressed on tickets, to get timely responses. I will say, once the ticket is escalated, action is taken.
    • They require better documentation on the migration of data. The three primary methods for migrating large data volumes are bulk, Cassandra Data Migrator, and ZDM (Zero Downtime Migration Utility). Over time I have become very familiar will all three of these methods; however, through working with the Services team and the support team, it seemed like we were breaking new ground. I feel if the utilities were better documented and included some examples and/or use cases from large data migrations; this process would have been easier. One lesson learned is you likely need to migrate your application servers to the same cloud provider you host Astra on; otherwise, the latency is too large for latency-sensitive applications.
    Incentivized
    Read full review
    OpenAI
    • Restrictions are sometimes too strong
    Incentivized
    Read full review
    Usability
    Discontinued Products
    It's a great product but suffers with counters. This isn't a deal breaker but lets down what is otherwise a good all round solution
    Incentivized
    Read full review
    OpenAI
    Easy to setup, develop and deploy. The payload for the API is simple and has all the inputs required for simple projects. There are a good number of options of LLM models to optimize for speed, cost or quality of the answers. A larger token input might improve the overall usability.
    Incentivized
    Read full review
    Support Rating
    Discontinued Products
    Their response time is fast, in case you do not contact them during business hours, they give a very good follow-up to your case. They also facilitate video calls if necessary for debugging.
    Incentivized
    Read full review
    OpenAI
    No answers on this topic
    Alternatives Considered
    Discontinued Products
    Graph, search, analytics, administration, developer tooling, and monitoring are all incorporated into a single platform by Astra DB. Mongo Db is a self-managed infrastructure. Astra DB has Wide column store and Mongo DB has Document store. The best thing is that Astra DB operates on Java while Mongo DB operates on C++
    Incentivized
    Read full review
    OpenAI
    Anthropic is only the best for coding and its really really expensive. So, if you're not making a coding app, I would stay away from it. On the other hand, Gemini models are dirt cheap but come with a bit of performance limitations, so i would use it for big volume non sofisticated use cases. The OpenAI API platform excels at providing best in class performance models, at not outrageous anthropic-like pricing.
    Incentivized
    Read full review
    Scalability
    Discontinued Products
    We are well aware of the Cassandra architecture and familiar with the open source tooling that Datastax provides the industry (K8sSandra / Stargate) to scale Cassandra on Kubernetes.
    Having prior knowledge of Cassandra / Kubernetes means we know that under the hood Astra is built on infinitely scalable technologies. We trust that the foundations that Astra is built on will scale so we know Astra will scale.
    Incentivized
    Read full review
    OpenAI
    No answers on this topic
    Return on Investment
    Discontinued Products
    • Better uptime due to the managed service having no outages
    • Less technical debt because we don't need to worry about upgrading our Cassandra clusters
    • Lower cost on infrastructure as a whole
    • Quick and easy to integrate vector search into our tech stack
    Incentivized
    Read full review
    OpenAI
    • Big question about functionality
    Incentivized
    Read full review
    ScreenShots