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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

    Heap

    Score8.1 out of 10
    Small Businesses (1-50 employees)
    Heap is a web analytics platform captures every user interaction on web iOS with no extra code. The tool allows you to track events and set up funnels to understand user flow and dropoff. It also provides visualization tools to track trends over time.

    $0

    per month

    Pricing
    Astra DB, now part of IBM watsonx.dataHeap
    Editions & Modules
    No answers on this topic
    Free
    $0
    Up to 10k sessions/month
    Growth
    Starting at $3,600 annually
    Up to 300k sessions/year
    Pro
    Contact Heap Sales
    Custom sessions per month and unlimited projects
    Premier
    Contact Heap Sales
    Custom sessions per month
    Offerings
    Pricing Offerings
    Astra DB, now part of IBM watsonx.dataHeap
    Free Trial
    YesYes
    Free/Freemium Version
    YesYes
    Premium Consulting/Integration Services
    YesYes
    Entry-level Setup FeeNo setup feeOptional
    Additional Details—Heap pricing is based on session volume. A session is a period of activity from a single user on your app or website. It can include many pageviews or events.
    More Pricing Information
    Community Pulse
    Astra DB, now part of IBM watsonx.dataHeap
    Considered Both Products
    Discontinued Products
    No answer on this topic
    Contentsquare
    No answer on this topic
    Key User Insights
    Would buy again
    100%
    Would buy again
    46 Answers
    95%
    Would buy again
    216 Answers
    Delivers good value for the price
    100%
    Delivers good value for the price
    45 Answers
    99%
    Delivers good value for the price
    149 Answers
    Happy with the feature set
    98%
    Happy with the feature set
    45 Answers
    95%
    Happy with the feature set
    215 Answers
    Lived up to sales and marketing promises
    98%
    Lived up to sales and marketing promises
    40 Answers
    97%
    Lived up to sales and marketing promises
    117 Answers
    Implementation went as expected
    98%
    Implementation went as expected
    44 Answers
    89%
    Implementation went as expected
    121 Answers
    Features
    Astra DB, now part of IBM watsonx.dataHeap
    Vector Database
    Comparison of Vector Database features of Astra DB, now part of IBM watsonx.data and Heap
    Feature
    Astra DB, now part of IBM watsonx.data
    8.0
    12 Ratings
    1% above category average
    Heap
    -
    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.dataHeap
    Small Businesses
    No answers on this topic
    Mixpanel
    Score8.3 out of 10
    Medium-sized Companies
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    Gainsight PX
    Score7.6 out of 10
    Enterprises
    No answers on this topic
    Gainsight PX
    Score7.6 out of 10
    All AlternativesView all alternativesView all alternatives
    User Ratings
    Astra DB, now part of IBM watsonx.dataHeap
    Likelihood to Recommend
    8.7
    (46 ratings)
    8.4
    (233 ratings)
    Likelihood to Renew
    -
    (0 ratings)
    9.3
    (9 ratings)
    Usability
    7.8
    (4 ratings)
    9.0
    (65 ratings)
    Availability
    -
    (0 ratings)
    9.1
    (2 ratings)
    Performance
    -
    (0 ratings)
    8.4
    (61 ratings)
    Support Rating
    8.9
    (4 ratings)
    9.0
    (8 ratings)
    Implementation Rating
    -
    (0 ratings)
    9.0
    (3 ratings)
    Configurability
    -
    (0 ratings)
    9.1
    (1 ratings)
    Ease of integration
    -
    (0 ratings)
    9.1
    (1 ratings)
    Product Scalability
    8.6
    (44 ratings)
    7.3
    (2 ratings)
    Vendor post-sale
    -
    (0 ratings)
    8.2
    (1 ratings)
    Vendor pre-sale
    -
    (0 ratings)
    8.2
    (1 ratings)
    User Testimonials
    Astra DB, now part of IBM watsonx.dataHeap
    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
    Contentsquare
    Scenarios when Heap was well suited: It is when a user claims that he encountered a bug without giving us the details of the error message. Scenarios where it is less appropriate: Its when we try to capture user interaction in our mobile app
    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
    Contentsquare
    • Realtime interactions which are captured automatically is a unique feature which no other product offers.
    • Low code implementation is a big plus for marketing teams, as there is less dependency on engineering
    • Detailed customer behaviours can be studied with captured replay sessions
    • Due to all the above points - it helped to improve customer experience
    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
    Contentsquare
    • I think Heap can improve its onboarding; I would love to see some info that is helpful for someone who isn't in Heap every single day.
    • Sharing dashboards can be tricky, it feels like a huge learning curve that I already have forgotten how to do.
    Incentivized
    Read full review
    Likelihood to Renew
    Discontinued Products
    No answers on this topic
    Contentsquare
    It's a great platform. I'm glad that one of our product managers introduced it because it has allowed us to create all kinds of new functionality. We're not only able to create a better product experience from our communications because of Heap, but we're also able to generate all kinds of helpful analysis.
    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
    Contentsquare
    On a scale from 1-10, I find Heap to be incredibly user-friendly and easy to use. I enjoyed the training videos available and was quickly able to pick up how to create events and reports to track user interactions on our product. I would recommend Heap for its usability first and foremost.
    Incentivized
    Read full review
    Reliability and Availability
    Discontinued Products
    No answers on this topic
    Contentsquare
    I've never run into any issues with Heap's availability, Heap is always there when I need it. I haven't run into any issues like application errors or unplanned outages during my 2+ years of using Heap. Each and every time I log in to Heap I have a completely functional experience
    Incentivized
    Read full review
    Performance
    Discontinued Products
    No answers on this topic
    Contentsquare
    Heap doesn't affect page load times considerably nor has a large impact [on] our overall score, as far as page loading times inside of the tool its pretty reliable to retrieve data as much as "instant" that it can be the delay seems to be on data getting tracked into the servers to be read but it's not significant.
    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
    Contentsquare
    Heap support has allowed us to troubleshoot and test a lot of different items. Their support team is always helpful and friendly, even when we come to them with the most complicated questions. I think this greatly improves the value proposition of the product because their support team is knowledgable and friendly.
    Incentivized
    Read full review
    Implementation Rating
    Discontinued Products
    No answers on this topic
    Contentsquare
    The implementation was smooth and easy. The Heap team helped us with implementation and it went great! Within a few weeks, we were fully up and running and utilizing the platform to its full capability. This is an additional thing that has made this platform so great and we couldn't recommend it enough.
    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
    Contentsquare
    Heap offers a ton of functionality on a single platform.It also has an smart data science layer to offers suggestions for next steps in the analysis, allowing us to explore alternative paths we may not think to take. The low-code option for updating data is appealing, and there is a lot of automation with minimal engineering effort.
    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
    Contentsquare
    The most challenging part of using Heap in a growing organization is the naming and structure in which reports and dashboards are organized. I work within the marketing department and our Heap leader internally works within the IT/Product department, which makes it challenging because we often don't speak the same language, so the learning curve has been steep without any specific use-case examples to leverage online.
    Incentivized
    Read full review
    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
    Contentsquare
    • It has helped us make decisions on what products to scope for our MVP based on the usage data.
    • It's allowed us to measure success with our beta product.
    • It's helped us view our conversion rates in an easy and usable manner.
    Incentivized
    Read full review
    ScreenShots

    Heap Screenshots

    Screenshot of Dashboard in Heap (Use to get Product or User Behavior Insights)Screenshot of Effort Analysis provides the first-ever quantitative measurement of user friction, capturing the difficulty users face when moving through every step of every user flow across the digital experience.Screenshot of Heap Illuminate looks for the most common events between two steps in a funnel and generates a Top Events table that displays how well paths including different events convert to the next step so you can understand how that behavior is helping or hurting conversion.Screenshot of From Top Events you can choose an event and use Path Comparison to fork your funnel and see how the selected behavior impacts conversion downstream.