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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

    Snowflake

    Score8.7 out of 10
    N/AThe Snowflake Cloud Data Platform is the eponymous data warehouse with, from the company in San Mateo, a cloud and SQL based DW that aims to allow users to unify, integrate, analyze, and share previously siloed data in secure, governed, and compliant ways. With it, users can securely access the Data Cloud to share live data with customers and business partners, and connect with other organizations doing business as data consumers, data providers, and data service providers.N/A
    Pricing
    Astra DB, now part of IBM watsonx.dataSnowflake
    Editions & Modules
    No answers on this topic
    No answers on this topic
    Offerings
    Pricing Offerings
    Astra DB, now part of IBM watsonx.dataSnowflake
    Free Trial
    YesYes
    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.dataSnowflake
    Considered Both Products
    Discontinued Products
    No answer on this topic
    Snowflake Computing
    No answer on this topic
    Key User Insights
    Would buy again
    100%
    Would buy again
    46 Answers
    100%
    Would buy again
    30 Answers
    Delivers good value for the price
    100%
    Delivers good value for the price
    45 Answers
    100%
    Delivers good value for the price
    28 Answers
    Happy with the feature set
    98%
    Happy with the feature set
    45 Answers
    100%
    Happy with the feature set
    30 Answers
    Lived up to sales and marketing promises
    98%
    Lived up to sales and marketing promises
    40 Answers
    96%
    Lived up to sales and marketing promises
    23 Answers
    Implementation went as expected
    98%
    Implementation went as expected
    44 Answers
    100%
    Implementation went as expected
    25 Answers
    Features
    Astra DB, now part of IBM watsonx.dataSnowflake
    Vector Database
    Comparison of Vector Database features of Astra DB, now part of IBM watsonx.data and Snowflake
    Feature
    Astra DB, now part of IBM watsonx.data
    8.0
    12 Ratings
    1% above category average
    Snowflake
    -
    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.dataSnowflake
    Small Businesses
    No answers on this topic
    No answers on this topic
    Medium-sized Companies
    No answers on this topic
    Amazon Redshift
    Score8.9 out of 10
    Enterprises
    No answers on this topic
    Amazon Redshift
    Score8.9 out of 10
    All AlternativesView all alternativesView all alternatives
    User Ratings
    Astra DB, now part of IBM watsonx.dataSnowflake
    Likelihood to Recommend
    8.7
    (46 ratings)
    9.0
    (44 ratings)
    Likelihood to Renew
    -
    (0 ratings)
    7.0
    (3 ratings)
    Usability
    7.8
    (4 ratings)
    8.8
    (20 ratings)
    Support Rating
    8.9
    (4 ratings)
    9.9
    (8 ratings)
    Contract Terms and Pricing Model
    -
    (0 ratings)
    8.0
    (1 ratings)
    Product Scalability
    8.6
    (44 ratings)
    -
    (0 ratings)
    User Testimonials
    Astra DB, now part of IBM watsonx.dataSnowflake
    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
    Snowflake Computing
    Snowflake is well suited when you have to store your data and you want easy scalability and increase or decrease the storage per your requirement. You can also control the computing cost, and if your computing cost is less than or equal to 10% of your storage cost, then you don't have to pay for computing, which makes it cost-effective as well.
    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
    Snowflake Computing
    • Snowflake scales appropriately allowing you to manage expense for peak and off peak times for pulling and data retrieval and data centric processing jobs
    • Snowflake offers a marketplace solution that allows you to sell and subscribe to different data sources
    • Snowflake manages concurrency better in our trials than other premium competitors
    • Snowflake has little to no setup and ramp up time
    • Snowflake offers online training for various employee types
    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
    Snowflake Computing
    • Add constraints for views and not just for tables
    • Do not force customers to renew for same or higher amount to avoid loosing unused credits. Already paid credits should not expire (at least within a reasonable time frame), independent of renewal deal size.
    Incentivized
    Read full review
    Likelihood to Renew
    Discontinued Products
    No answers on this topic
    Snowflake Computing
    SnowFlake is very cost effective and we also like the fact we can stop, start and spin up additional processing engines as we need to. We also like the fact that it's easy to connect our SQL IDEs to Snowflake and write our queries in the environment that we are used to
    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
    Snowflake Computing
    Because the fact that you can query tons of data in a few seconds is incredible, it also gives you a lot of functions to format and transform data right in your query, which is ideal when building data models in BI tools like Power BI, it is available as a connector in the most used BI tools worldwide.
    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
    Snowflake Computing
    We have had terrific experiences with Snowflake support. They have drilled into queries and given us tremendous detail and helpful answers. In one case they even figured out how a particular product was interacting with Snowflake, via its queries, and gave us detail to go back to that product's vendor because the Snowflake support team identified a fault in its operation. We got it solved without lots of back-and-forth or finger-pointing because the Snowflake team gave such detailed information.
    Incentivized
    Read full review
    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
    Snowflake Computing
    I have had the experience of using one more database management system at my previous workplace. What Snowflake provides is better user-friendly consoles, suggestions while writing a query, ease of access to connect to various BI platforms to analyze, [and a] more robust system to store a large amount of data. All these functionalities give the better edge to Snowflake.
    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
    Snowflake Computing
    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
    Snowflake Computing
    • With separate compute and storage feature, the queries get executed quickly and it improves our overall productivity.
    • Earlier we were using a different product for analytical purposes, but with Snowflake's in-built analytical feature we are now able to save money.
    • Snowflake is cost efficient, features like auto suspend for compute resources helped to control the costs.
    Incentivized
    Read full review
    ScreenShots

    Snowflake Screenshots

    Screenshot of Snowflake Installation