Snowflake AI Data Cloud logo

    Snowflake AI Data Cloud

    Sold by
    Snowflake powers the end-to-end data lifecycle, from ingesting and processing data to analyzing and modeling it, to building and sharing data and AI applications, helping engineers, analysts and leaders innovate faster and achieve more with their data, all within a unified platform and connected ecosystem. Get started today with a 30 day free trial which includes $400 worth of free usage.

    Ratings and reviews

    4.6
    785 ratings
    12 AWS reviews
    |
    773 external reviews
    External reviews are from G2  and PeerSpot .

    Filters

    Review type

    AWS Marketplace reviews
    External reviews
    Reviews (785)
    reviewer2900133

    Experience has exposed gaps in data ingestion, search, and analytics promised for our workflows

    Reviewed on Sep 24, 2026
    Review from a verified AWS customer

    What is our primary use case?

    Our main use case for Snowflake was to ingest data, use it for search, analytics, and data sharing with our customers; however, in reality, those use cases did not work.

    When it came to our challenges with those use cases, Snowflake oversold their capabilities dramatically and told us we could simplify our Databricks implementation. In the end, this was confirmed by Snowflake architects that Snowflake ingestion would not work for our use case because Snowflake is not sophisticated enough. This resulted in us losing significant time, spending considerable money, and ended up with a product that was not a good fit for us after making a substantial financial commitment. When it came to search, we thought we could use it based on the initial conversations with the sales representatives, but after we purchased the product and made the capacity commitment, we were told that capability was not available. The end result was that we have a very expensive data lake that does not support things like Iceberg as it should.

    What is most valuable?

    Snowflake's data sharing capability with other enterprises is the best feature they offer, which is excellent for us as a software company. Everything else they offer can be done better with other platforms at a cheaper rate. Snowflake's data sharing capability stands out compared to other platforms because it is native to Snowflake. If your customer has Snowflake, it is valuable. You can send your data into Snowflake and then the customer receives it automatically.

    However, Snowflake has been the biggest mistake we have made since we started the company. It was a drain on the team from a technical perspective and almost from an emotional perspective. A specific example of how it was a drain on the team includes that we were promised a significant amount of things pre-sale around access to solution architects, support to get us on the project, and technical abilities to simplify our infrastructure. All of these technical abilities were significantly oversold. When it came to setting up meetings and getting help, it took months to get meetings with people who could actually assist us. In the end, when we got the meeting with someone who actually had the technical ability to do the work, he confirmed that they could not actually help us. Since then, Snowflake has only held our feet to the fire for the capacity commitments we made on the commitments that they made to us pre-sale.

    What needs improvement?

    Lessons learned about our main use case or how Snowflake performed in those areas include that the sales representatives do not really understand the product, and that the solutions consultants basically read internal marketing materials and internal AI to tell you what to do without really knowing how the things work. A specific example is when they told us they fully support Iceberg, and then they have over three thousand words of bullet point text with a link to reference articles with all the limitations of their Iceberg support. This resulted in us having to build almost significant modifications in order to use Iceberg.

    Snowflake can only be a data lake to share data with external people and external companies. Beyond that, I believe you are wasting time and money.

    For how long have I used the solution?

    We have used Snowflake for three years.

    What do I think about the stability of the solution?

    Snowflake is stable.

    What do I think about the scalability of the solution?

    Snowflake's scalability is such that customer support is an atrocious experience, filled with many challenges, whether it is getting a meeting to fulfill the promises they made, getting them to prepare for that meeting, or getting them to actually help or have the technical abilities to assist. We receive a lot of corporate marketing sent to us, for instance, claims that they fully support Iceberg, but ignoring the three thousand words of limitations that they do not actually support Iceberg. It was always a challenge to figure out what they really could do versus what they told us we could do. The process to use their technology was always one that was solely driven by sales and not by Snowflake's actual ability to deliver. We have encountered this repeatedly over the last three years.

    How are customer service and support?

    Customer support is an atrocious experience, filled with many challenges, whether it is getting a meeting to fulfill the promises they made, getting them to prepare for that meeting, or getting them to actually help or have the technical abilities to assist.

    Which solution did I use previously and why did I switch?

    We did evaluate a couple of other databases and data lakes before choosing Snowflake. I cannot remember what they were, but this was back when we were on Azure as well.

    How was the initial setup?

    Deploying Snowflake in my environment is really easy to set up. If you want it to do sophisticated things for a SaaS company, it does not do them.

    Snowflake's configuration process is straightforward and very easy.

    What was our ROI?

    In the end, Snowflake cost us more money. One of the things they said they could automate or improve for us was the ingestion of data and eliminate our Databricks requirements. In the end, we did not move to Snowflake to do ingestion, but they admitted that they could not actually eliminate any steps and would actually add steps to the process and add costs to the project. Snowflake undoubtedly cost us more money and provided almost no value to us.

    What's my experience with pricing, setup cost, and licensing?

    We find the metering and billing experience for Snowflake to be expensive because there are many limitations to what it can do. When we compared performance-wise and cost-wise to Bedrock for some of the AI work we are trying to do, Bedrock was much more performant and better priced.

    Which other solutions did I evaluate?

    We found Snowflake's Cortex tools and some of their AI tools to be not as good as Bedrock and much more expensive and slower.

    My advice to others looking into using Snowflake is to look at DuckLabs and other tools. I would not recommend Snowflake on any level.

    What other advice do I have?

    I purchased Snowflake through the AWS Marketplace. I have given this review a rating of one out of ten.

    Which deployment model are you using for this solution?

    Public Cloud

    If public cloud, private cloud, or hybrid cloud, which cloud provider do you use?

    Amazon Web Services (AWS)
    Matthew G.

    Simple UI and Easy Integration That Just Works

    Reviewed on Aug 21, 2026
    Review provided by G2
    What do you like best about the product?
    Ease of use, simple UI, simple integration.
    What do you dislike about the product?
    Sometimes queries can take a very long time in larger databases.
    What problems is the product solving and how is that benefiting you?
    Centralized database, integrating with systems that run on old integration architecture.
    Computer Software

    Snowflake Lets Me Answer RevOps Questions Fast—No Waiting on the Data Team

    Reviewed on Aug 08, 2026
    Review provided by G2
    What do you like best about the product?
    I'm in RevOps, so not 100% your typical user. I mostly use Snowflake to pull datasets and stitch things together in SQL: pipeline questions, customer data, whatever came up that week.

    The main thing I like is that I can just do it myself. Write the query, share them, look at what comes back, access them via CLI, drop a quick chart on it in the worksheet to see if the trend is actually there. Before, that meant exporting to a spreadsheet or asking someone on the data team, which usually meant waiting a few days for an answer I needed that afternoon.

    I don't need anyone else for the everyday questions anymore. For me that's the whole value.
    What do you dislike about the product?
    Nothing really, I struggled a bit with the new worksheet structure but I got the hang of it now
    What problems is the product solving and how is that benefiting you?
    Answered that in the first q: clear, structured, sharable, easy to use data access to revenue data, customer, product data etc.
    M Chandu K.

    Beginner-Friendly Snowflake Data Storage with Answers Helpful AI

    Reviewed on Aug 04, 2026
    Review provided by G2
    What do you like best about the product?
    The way snowflake stores data through clod is the best part in the entire application where all the beginners also can use this snowflake application in easy way without confusion. Also AI/ Intelligence which provides all most all the answers for the user query.
    What do you dislike about the product?
    The part I dislike most about the Snowflake application is that it doesn’t allow an on-premises option and is only a cloud-based storage platform. Also, cost-wise it feels a bit high because it consumes more credits, and I’ve noticed low latency as well.
    What problems is the product solving and how is that benefiting you?
    In Snowflake, most of our integration problems have been solved through enterprise automation. It has also helped us address data storage issues in the iPaaS domain within our organization.
    Marketing and Advertising

    Easy to Use, All-in-One Functionality with Great Integrations

    Reviewed on Jul 31, 2026
    Review provided by G2
    What do you like best about the product?
    Ease of use, Everything at one place, Good functionality, Great integrations
    What do you dislike about the product?
    Worksheets shouldn't have been replaced, apart from that everything is good
    What problems is the product solving and how is that benefiting you?
    Ease of integrations from other platforms for our data
    Financial Services

    Super Helpful for Connecting Tools in Our Daily Routine

    Reviewed on Jul 24, 2026
    Review provided by G2
    What do you like best about the product?
    It is super helpful to connect the tools
    What do you dislike about the product?
    nothing to add. super helpful in our daily routine.
    What problems is the product solving and how is that benefiting you?
    connections, it quickly log in.
    John D.

    Secure, Scalable, and Fast—With a Simple UI and Great Support

    Reviewed on Jul 22, 2026
    Review provided by G2
    What do you like best about the product?
    it eliminates local storage while maintaining security and safely protecting or data. It's also pretty speedy when and easy to scale. the UI is very simple to navigate and support is very good. My favorite piece though is the introduction of CoCo AI assistant.
    What do you dislike about the product?
    Snowflake is continuously changing and evolving so things that are disliked are generally corrected pretty quickly. The main annoyance now is remembering to switch AI models when starting new conversations with CoCo.
    What problems is the product solving and how is that benefiting you?
    Snowflake gets us quick access to our data and gives us the ability to dive into deficiencies and process opportunities.
    Alpesh G.

    Efficient, Scalable, But Needs Better Cost Management

    Reviewed on Jul 22, 2026
    Review provided by G2
    What do you like best about the product?
    I use Snowflake primarily for data warehousing and analytics, and I find it helps me manage large volumes of structured and semi-structured data efficiently with seamless scalability. I appreciate the separation of storage and compute, which allows me to optimize costs while maintaining performance, especially for running complex queries and supporting multiple workloads simultaneously. What I like most about Snowflake includes its ease of use, data sharing capabilities, performance, innovative features, and cloud-native design. The initial setup was fast and simple with minimal configuration, clear documentation, and smooth integrations, allowing the team to work on data pipelines and analytics right away. Additionally, Snowflake's scalability makes it easy for multiple teams to work efficiently without resource conflicts.
    What do you dislike about the product?
    I find that costs can spike unexpectedly, and I believe better forecasting tools would help. The advanced features have a steep learning curve, so guided workflows could ease adoption. Some integrations require custom work, and more native connectors would reduce the effort. Query optimization can be opaque, so more transparency would benefit advanced users.
    What problems is the product solving and how is that benefiting you?
    I use Snowflake to manage large data volumes efficiently, solving scalability challenges and performance bottlenecks. It eliminates data silos and simplifies cost management with its separation of storage and compute, facilitating complex queries and supporting multiple workloads.
    Marketing and Advertising

    All-in-One, Scalable Data Platform with Easy AI and Strong Integrations

    Reviewed on Jul 17, 2026
    Review provided by G2
    What do you like best about the product?
    Its single tool for ETL, data processing, analytics, AI and dashboard. Super easy to use especially using AI. Highly integration with other applications liker AWS, GCP etc. Its performance is high and scalable as can process peta scale of data. The pricing is market competitive and support from Snowflake is effective. I like the learning tutorials and on demand class.
    What do you dislike about the product?
    It don't know alot of integrations to bring data like social media platform integrations etc so need a separate tool or self written scripts.
    What problems is the product solving and how is that benefiting you?
    For data reporting and transformation for peta scale data.
    Financial Services

    Fast Code Execution with Results in Seconds

    Reviewed on Jun 17, 2026
    Review provided by G2
    What do you like best about the product?
    The most often to not quick functionality of running code. Most of the time, depending on the data in the query, the results come back in within a few seconds.
    What do you dislike about the product?
    Although the error messages are helpful in giving you a clue at what is wrong with your code, they are not 100% accurate. Sometimes they reference the wrong line for where the error is, and sometimes it give s the wrong error reason.
    What problems is the product solving and how is that benefiting you?
    Snowflake allows my company to pull data from different data tables and sources into one accessible space and allows for easy download/visibility.