--- title: Panoply Reviews meta\_title: 'Panoply Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 83 reviews by the users' company size, role or industry to find out how Panoply works for a business like yours. aggregate\_rating: rating\_value: 4.5 review\_count: 83 scale: '5' date\_modified: '2026-08-07' parent\_category: name: IT Infrastructure url: https://www.g2.com/categories/it-infrastructure --- ### Panoply Pros and Cons: Top Advantages and Disadvantages #### Quick AI Summary Based on G2 Reviews Generated from real user reviews Users find the **customer support at Panoply** to be extremely helpful and responsive in troubleshooting issues. [(1 mentions)](https://www.g2.com/products/panoply/reviews?filters%5Bsentiment_snippet%5D=2502922&qs=pros-and-cons#reviews) Users appreciate the **ease of use** of Panoply, thanks to the responsive support for non-developers. [(1 mentions)](https://www.g2.com/products/panoply/reviews?filters%5Bsentiment_snippet%5D=2502928&qs=pros-and-cons#reviews) Users praise the **helpful integrations support** from Panoply, making setup and troubleshooting accessible for non-developers. [(1 mentions)](https://www.g2.com/products/panoply/reviews?filters%5Bsentiment_snippet%5D=2502921&qs=pros-and-cons#reviews) Users desire additional **code review features** in Panoply's workbench to match those available in BigQuery. [(1 mentions)](https://www.g2.com/products/panoply/reviews?filters%5Bsentiment_snippet%5D=2502924&qs=pros-and-cons#reviews) ### Top Pros or Advantages of Panoply ##### 1. Customer Support Users find the **customer support at Panoply** to be extremely helpful and responsive in troubleshooting issues. [ See 1 mentions ](https://www.g2.com/products/panoply/reviews?filters%5Bsentiment_snippet%5D=2502922&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Mid-Market (51-1000 emp.) 4.5/5 "Non-Developer User: Happy with the experience" What do you like about Panoply? The team at Panoply is extremely helpful and responsive. As someone who is not a developer they have helped me troubleshoot several flex connector set ##### 2. Ease of Use Users appreciate the **ease of use** of Panoply, thanks to the responsive support for non-developers. [ See 1 mentions ](https://www.g2.com/products/panoply/reviews?filters%5Bsentiment_snippet%5D=2502928&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Mid-Market (51-1000 emp.) 4.5/5 "Non-Developer User: Happy with the experience" What do you like about Panoply? The team at Panoply is extremely helpful and responsive. As someone who is not a developer they have helped me troubleshoot several flex connector set ##### 3. Integrations Users praise the **helpful integrations support** from Panoply, making setup and troubleshooting accessible for non-developers. [ See 1 mentions ](https://www.g2.com/products/panoply/reviews?filters%5Bsentiment_snippet%5D=2502921&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Mid-Market (51-1000 emp.) 4.5/5 "Non-Developer User: Happy with the experience" What do you like about Panoply? The team at Panoply is extremely helpful and responsive. As someone who is not a developer they have helped me troubleshoot several flex connector set ### Top Cons or Disadvantages of Panoply ##### 1. Limited Features Users desire additional **code review features** in Panoply's workbench to match those available in BigQuery. [ See 1 mentions ](https://www.g2.com/products/panoply/reviews?filters%5Bsentiment_snippet%5D=2502924&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Mid-Market (51-1000 emp.) 4.5/5 "Non-Developer User: Happy with the experience" What do you dislike about Panoply? I wish the workbench had the code review features that the big query portal has. ## Top-Rated Alternatives [ ![Google Cloud BigQuery](https://images.g2crowd.com/uploads/product/hd_favicon/875b8a68eca98ce3458f26e9dd34cdf9/google-cloud-bigquery.svg "Google Cloud BigQuery") Google Cloud BigQuery 4.5/5(1,224) ](https://www.g2.com/products/google-cloud-bigquery/reviews) [ ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake") Snowflake 4.6/5(764) ](https://www.g2.com/products/snowflake/reviews) [ ![Amazon Redshift](https://images.g2crowd.com/uploads/product/hd_favicon/1528476479/amazon-redshift.svg "Amazon Redshift") Amazon Redshift 4.3/5(404) ](https://www.g2.com/products/amazon-redshift/reviews) [ View All Alternatives ](https://www.g2.com/products/panoply/competitors/alternatives) ![Dan L.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Dan L.") DL Dan L. Small-Business (50 or fewer emp.) 8/15/2023 "A workhorse" 3.5/5 What do you like best about Panoply? Panoply 's customer support is among the best. I get timely and adept help with my issues. Review collected by and hosted on G2.com. What do you dislike about Panoply? There have been a steady stream of minor issues. We are on the legacy service, though, and I suspect BigQuery would be better. Review collected by and hosted on G2.com. What problems is Panoply solving and how is that benefiting you? We use Panoply partially as a data warehouse and partially as an app back end, the second of which is clearly misuse. We're working to correct that. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: Seller invite ![Verified User in Consumer Goods](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Consumer Goods") AC Verified User in Consumer Goods Mid-Market (51-1000 emp.) 12/8/2023 "Great Managed Service Datawarehouse" 4/5 What do you like best about Panoply? Easy to use and set up new connectors to multiple different sources. Review collected by and hosted on G2.com. What do you dislike about Panoply? Need more access to analytics around performance of the datawarehouse. Review collected by and hosted on G2.com. What problems is Panoply solving and how is that benefiting you? Allows us to easily connect all our sources without the need for custom API intergtations. Review collected by and hosted on G2.com. Show More 12/12/2023 Current UserValidated ReviewerIncentivizedSource: Seller invite ![Varshini S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Varshini S.") VS Varshini S. Database Engineer Information Technology and Services Enterprise (\> 1000 emp.) 1/26/2023 "Working with incremental load & large data set is made feasible thanks to incremental key definition" 4.5/5 What do you like best about Panoply? In Panoply, we can perform quick querying & visualization within a few clicks in its intuitive console. We obtain our customer data from various data sources such as Adobe Analytics, Salesforce and Teradata and perform ad-hoc analysis and visualization in Panoply. It's our central data warehouse platform to handle dubious workload ingestion and manage unforeseen spikes in user queries. Review collected by and hosted on G2.com. What do you dislike about Panoply? Overall, we are satisfied with the data warehouse solutions offered by Panoply. Its pricing models for Premium & Basic services are high compared to other data warehouse platforms. If more cost flexibility is provided, then Panoply can be used by small-scale and mid-scale companies. For having extensive data set requirements & historical load processing, Panoply is suitable. Review collected by and hosted on G2.com. What problems is Panoply solving and how is that benefiting you? We build Panoply on top of our Amazon Redshift service & Panoply manages the cluster scalability without downtime. We can use its auto-suspend feature to save cost expenditures when we don't run any queries. Incremental key definitions benefit us as we define them for our incremental and large historical data sets. All the latest security patches and encryption standards are taken care of by Panoply so that we don't have to worry about security governance or compliance standards while working with our customer-sensitive data sets. Data ingestion, Aggregation, metric calculations and other ETL operations can be done easily as Panpoly supports Data Query Language (DQL) in its workbench. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite JT John T. CTO Mid-Market (51-1000 emp.) 1/13/2023 "We've used Panoply to bring together various data sources to help us understand our business better" 5/5 What do you like best about Panoply? Panoply has been a very straight-forward and simple-to-use solution to bring together our data. Because of its ease-of-use, we don't spend much time maintaining it or worrying about it. It doesn't get "in the way". Instead, it helps us. Review collected by and hosted on G2.com. What do you dislike about Panoply? You have to pay attention to whether you really want a particular set or, really subset, of data in Panoply. You have to have a good strategy for that, or you end up consuming too much of your storage and can run the risk of over-running. Basically, you do have to pay attention. Review collected by and hosted on G2.com. What problems is Panoply solving and how is that benefiting you? Panoply makes it easy for us to quickly analyze our data regardless of the source and it does so for people who are not necessarily data experts in their normal roles. It somewhat democratizes access to data. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: Seller invite ![Verified User in Information Technology and Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Information Technology and Services") EI Verified User in Information Technology and Services Mid-Market (51-1000 emp.) 1/30/2023 "Panoply enabled us immediately realize value from our BI initiative" 5/5 What do you like best about Panoply? - Ease of Use - Easy to use platform enabled us to get to a proof of concept on our data pipeline in a single day. We were connecting several data sources, some of which were non standard. The platform was able to pull in the data we needed flawlessly for all of the commonly used data sources - Removed Human Error - The automated system appears well designed and eliminated any human error in our reporting process - Informed, Effective Customer Service - They had BI Analysts /Data Scientists on staff who were able to jump in and create custom connections to some of our nonstandard data sources. They even offered to help with some of the data blending that we were doing. This effectively lowered the bar and shortened the time to value for our organization Review collected by and hosted on G2.com. What do you dislike about Panoply? Have very little bad to say about the product and team. Their product is a bit on the expensive side but it is certainly worth the cost to have professionals able to trouble shoot any issues that may arise Review collected by and hosted on G2.com. What problems is Panoply solving and how is that benefiting you? Panoply enabled us to set up a data pipeline in days so that we could focus on pulling insights out of our data and not managing and coding up connections to several data sources. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Verified User in Health, Wellness and Fitness](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Health, Wellness and Fitness") EH Verified User in Health, Wellness and Fitness Mid-Market (51-1000 emp.) 1/26/2023 "Panoply transitioned our capabilities to allow us to focus on insights" 5/5 What do you like best about Panoply? Panoply reduced our reliance on manual input by a very wide margin. In turn, this increased our confidence in data by cleanly aggregating and storing multiple datasets from multiple tenets, removing user-errors and greatly reducing the associated need for time-intensive Q&A of manual inputs. The end result is that Panoply freed up team resources to focus on what they do best - provide meaningful insights to promote change and decision-making both internally and with our clients. Review collected by and hosted on G2.com. What do you dislike about Panoply? Their customer service has improved since our onboarding considerably. It's clear they've made strategic investment here. Our reps were hands-on and very communicative as our data needs changed and shifted with company scale, both up and down. Review collected by and hosted on G2.com. What problems is Panoply solving and how is that benefiting you? Our databases are now stored in the cloud more safely intelligently, and we're leveraging ETL in a more automated way across a wide variety of datasets, both digitally and measurements of real-world impact. We have more time and resources to solving more complex data challenges at the source, rather than downstream. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: Seller invite ![Enrique L.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Enrique L.") EL Enrique L. Data Architect Mid-Market (51-1000 emp.) 11/7/2022 "Best ETL Tool in actual modern data stack" 5/5 What do you like best about Panoply? We are using for example in extract all information related with mondodb, postgresql, fb Ads, Google Ads and other sources for example s3, the easy of use of this tool is amazing just connect and mapping the sources and destination Review collected by and hosted on G2.com. What do you dislike about Panoply? Could be the pricing model, we noticed that another tools like airbyte or another open source could be more cheaper than panoply in any aspects, this one of the reason I dislike panoply Review collected by and hosted on G2.com. What problems is Panoply solving and how is that benefiting you? For example we dont have a huge of data engineer team, so panoply help us to leverage the speed that we need it in order to focus in resolve other problems or issues that we have Review collected by and hosted on G2.com. Show More Response from Christopher Nordman of Panoply [Editedit](https://www.g2.com/survey_responses/panoply-review-7325649/official_response/edit) Hi Enrique. Thank you for your feedback. I’d love to hear more of your thoughts about pricing. I’ll follow up via email Current UserValidated ReviewerIncentivizedSource: Seller invite ![Verified User in E-Learning](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in E-Learning") UE Verified User in E-Learning Mid-Market (51-1000 emp.) 9/20/2022 "Post-acquisition Blues - Avoid Panoply and Save Yourself the Headache" 1/5 What do you like best about Panoply? The promise of Panoply and its functionality, when it works, is quite good. The ability to quickly sync data from various sources into a data warehouse is certainly valuable, and what they promise has a good deal of business value. Unfortunately, what is inputted into the UI does not always result in the expected output so their value proposition is nothing more than a broken promise now. Review collected by and hosted on G2.com. What do you dislike about Panoply? Where to start... support team has an "average response time of 1 day" according to their Intercom widget. In reality, it can be several days to receive and follow-up at all and then when you do hear from them, they rarely have solutions. I have a Facebook Ads connector that has been broken for weeks and I've re-configured 5 times as they instructed and still it won't pull in historical data. They don't follow-up proactively or provide updates on issues at all. The issues with the platform have cropped up since they were acquired by an Israeli company which, from a user perspective, has clearly not invested enough into the Panoply software or support team. AVOID this platform! Whatever cost savings you think you might get will be lost in the hours spent banging your head against the wall waiting for them to fix their faulty platform. You'd be better off with literally any other solution. I was a Panoply user for years and finally have convinced our CFO to ditch Panoply due to their many failures. Review collected by and hosted on G2.com. What problems is Panoply solving and how is that benefiting you? Panoply is solving nothing for my organization because its platform is not adequately supported and is not functioning as it should. The Panoply platform is creating more issues and reducing productivity instead of enabling it. Review collected by and hosted on G2.com. Show More Response from Christopher Nordman of Panoply [Editedit](https://www.g2.com/survey_responses/panoply-review-7120637/official_response/edit) Hello, this is Chris, the Director of Customer Success. I agree this was an unfortunate situation, and I apologize for how it affected you and your business. As you know, we strive to provide a simple and cost-effective solution to sync, store, and access your data, and in this situation, we did not accomplish this goal. As a leader within the organization, I take this to heart and look at this as an opportunity to find better ways to support our customers. As you may remember, once I was made aware of it, I was able to escalate this issue and orchestrate a prompt solution. We can build off of this, and we have already created better processes to escalate and solve issues in the future. We have reached out to your CFO to explain this initiative and how we can make things better, but we never heard back. We would love to connect with you and your CFO if you are open to it. I wish you the best and hope we can work together again. Current UserValidated ReviewerSource: Organic ![Andy Z.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Andy Z.") AZ Andy Z. Digital Director Mid-Market (51-1000 emp.) 11/10/2022 "It's how modern data warehousing should be" 5/5 What do you like best about Panoply? The platform is \*extremely\* easy to set up with reliable data ingestion from lots of commonly needed data sources, and where they're missing, the customer support team's work has exceeded our expectations. Review collected by and hosted on G2.com. What do you dislike about Panoply? Documentation is lacking in certain places, though that's made up for by customer support. Review collected by and hosted on G2.com. What problems is Panoply solving and how is that benefiting you? As a fashion business, we use Panoply to bring together our scattered data under one platform. From Panoply, various stakeholders can extract and analyze the data in their own preferred way but still speak the same numbers across teams. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: Seller invite ![Manuel B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Manuel B.") MB Manuel B. CIO Mid-Market (51-1000 emp.) 11/8/2022 "The best managed data warehouse solution with ingestion I can find!!!" 5/5 What do you like best about Panoply? I don't have to worry about the day to day care and feeding of the database. Review collected by and hosted on G2.com. What do you dislike about Panoply? The number of data sources can be better, but they are very responsive when requesting adding new ones. Also, their generic connector they developed is working well. Review collected by and hosted on G2.com. What problems is Panoply solving and how is that benefiting you? Data is more and more important to be able to answer questions and act on facts not feelings. Panoply helps make that a reality for companies that need to centralize their data and report from it. Review collected by and hosted on G2.com. 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