--- title: Keboola Reviews meta\_title: 'Keboola Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 142 reviews by the users' company size, role or industry to find out how Keboola works for a business like yours. aggregate\_rating: rating\_value: 4.6 review\_count: 142 scale: '5' date\_modified: '2026-08-07' parent\_category: name: Digital Advertising Tech url: https://www.g2.com/categories/digital-advertising-tech ---

# Keboola Reviews & Product Details

Claimed

###### Profile Status

This profile is currently managed by Keboola but has limited features.  
  
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Keboola is a finance data and AI platform for companies that need trusted financial reporting, planning, analysis, and close processes across complex systems. Built for CFOs, FP&A teams, Controllers, finance operations, and data teams, Keboola helps organizations turn fragmented data from ERPs, accounting systems, spreadsheets, CRM, warehouses, and operational tools into one governed foundation for financial intelligence. Many finance teams rely on disconnected systems, inconsistent charts of accounts, manual reconciliations, and spreadsheet-based reporting. This makes it difficult to close quickly, produce reliable forecasts, answer board questions, support acquisitions, or use AI safely with financial data. Keboola solves this upstream data problem by connecting, standardizing, transforming, and governing financial data before it reaches FP&A, CPM, BI, reporting, or AI tools. Keboola is especially valuable for multi-entity companies, private-equity-backed businesses, holding groups, financial services firms, franchises, and organizations growing through M&A. These companies often operate across multiple ERPs, entities, countries, currencies, and reporting definitions. Keboola helps standardize chart-of-accounts logic, automate financial data pipelines, reconcile data across systems, and create trusted business definitions that teams can use consistently. Unlike traditional FP&A, CPM, EPM, budgeting, forecasting, or financial reporting tools that assume clean data already exists, Keboola focuses on the governed data foundation underneath. The platform gives teams transparent, auditable logic for financial transformations, source-to-output lineage, reusable business rules, and a semantic layer that helps ensure reports, dashboards, forecasts, and AI outputs are based on trusted company data. Keboola works alongside existing tools such as Snowflake, BigQuery, Databricks, Microsoft Fabric, Power BI, Tableau, Looker, Anaplan, Pigment, DataRails, Workiva, and other finance and analytics platforms. Rather than forcing a rip-and-replace project, Keboola strengthens the data layer beneath these systems so finance teams can plan, report, reconcile, and analyze with greater confidence. For AI adoption, Keboola provides the governed data environment that makes AI practical for business-critical financial workflows. Teams can connect AI agents and assistants to approved metrics, trusted pipelines, financial definitions, and auditable data products, reducing the risk of confident but untraceable answers. With Keboola, organizations can improve financial analysis, accelerate reporting, support financial close, automate reconciliation workflows, enable more reliable FP&A, and create a trusted foundation for AI-powered finance.

* * *

Seller
[Keboola](https://www.g2.com/sellers/keboola)
Discussions
[Keboola Community](https://www.g2.com/products/keboola/discuss)
Languages Supported

Czech, English

Solution Type

All-in-One

Overview by
Martin Lepka (CMO at Keboola)

Show More

## Pricing

Pricing provided by Keboola.

### Free Tier

Free

With One-Time Purchase

### Growth Team

Contact Us

1 License Per Year

[
View More Pricing Information
](https://www.g2.com/products/keboola/pricing)

## Top-Rated Alternatives

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View All Alternatives
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## User Insights

Average based on 142 real user reviews.

Implementation Time

2 months

Perceived Cost

$$$$$

[Log in to unlock pricing and user insights](/login)

## Keboola Integrations
(28)

What do users say about integrations?

Integration information sourced from real user reviews.

[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

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Data Studio

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 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

dbt

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 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

DM Valid

](https://www.g2.com/products/dm-valid/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Facebook

](https://www.g2.com/products/facebook/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Gemini

](https://www.g2.com/products/zen-healthcare-it-gemini/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Git

](https://www.g2.com/products/git/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

GitHub

](https://www.g2.com/products/github/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

GoodData.AI

](https://www.g2.com/products/gooddata-ai/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Google

](https://www.g2.com/products/google-google/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Google Ads

](https://www.g2.com/products/google-ads/reviews)[

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Google Cloud BigQuery

](https://www.g2.com/products/google-cloud-bigquery/reviews)[

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Jira

](https://www.g2.com/products/jira/reviews)[

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LinkedIn Groups

](https://www.g2.com/products/linkedin-groups/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Looker

](https://www.g2.com/products/looker/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Microsoft 365

](https://www.g2.com/products/microsoft365/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Microsoft Azure

](https://www.g2.com/products/microsoft-microsoft-azure/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Microsoft SharePoint

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MySQL

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Oracle Database

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PostgreSQL

](https://www.g2.com/products/postgresql/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Salesforce Headless 360 Platform (formerly Salesforce Platform)

](https://www.g2.com/products/agentforce-360-platform-formerly-salesforce-platform/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

SAP Cloud ERP (SAP S/4HANA Cloud)

](https://www.g2.com/products/sap-cloud-erp-sap-s-4hana-cloud/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

SAP ECC

](https://www.g2.com/products/sap-ecc/reviews)[

 ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image")

Snowflake

](https://www.g2.com/products/snowflake/reviews)[

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Tableau

](https://www.g2.com/products/tableau/reviews)[

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ThoughtSpot

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Twitter Ads

](https://www.g2.com/products/twitter-ads/reviews)

Show More

 ![Verified User in Marketing and Advertising](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Marketing and Advertising")
UM

Verified User in Marketing and Advertising

Mid-Market (51-1000 emp.)

5/27/2025

"Keboola - a powerful, cloud ETL solution"

4/5

What do you like best about Keboola?

The ease of use and how quick is to set up a project. It is very easy to validate some ideas and make POC. Also the development of new features to make engineering easier is nice (e.g. workspace that can read all data in Keboola so you do not need to go to tables in FE). Review collected by and hosted on G2.com.

What do you dislike about Keboola?

Mainly, it is quite pricey and the larger the project, the more you feel it. It is quite difficult to move the POC to other solutions. Review collected by and hosted on G2.com.

What problems is Keboola solving and how is that benefiting you?

It is great that there is a lot of prepares extractors of data from a lot of platforms. We don't need to support those extractors. Review collected by and hosted on G2.com.

Show More

Response from Martin Lepka of Keboola

[Editedit](https://www.g2.com/survey_responses/keboola-review-11197923/official_response/edit)

Thank you for your detailed review and for sharing your experience with Keboola! 🙏

We’re delighted to hear that you find Keboola powerful and easy to use for quick project setup, validation, and POCs — that’s exactly what we aim for with our cloud ETL platform.

We appreciate your feedback about pricing and POC migration. We understand these can be important considerations, especially for growing projects, and we’re constantly evaluating ways to deliver even greater value and flexibility.

Thanks again for your trust and for using Keboola! 🚀 ML

Current UserValidated ReviewerSource: Organic

 ![Verified User in Marketing and Advertising](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Marketing and Advertising")
CM

Verified User in Marketing and Advertising

Enterprise (\> 1000 emp.)

5/18/2025

"A Swiss Pocket Knife for Data Operations"

4.5/5

What do you like best about Keboola?

It nicely blends ease of use and versatility. I know that it is able to handle whatever data project hits us. It also allows us to stand up any pilot in no time. Their support people are exceptional, the friendliest and most helpful bunch I have ever worked with at any software provider. They are also fast to explore new trends and potentially adapt these that make sense. Review collected by and hosted on G2.com.

What do you dislike about Keboola?

The documentation is sometimes incomplete and in multiple different places. There is frequent staff turnover in customer facing teams and information does not flow thru the company, so sometimes I find myself having to supplement their internal company communication in order to get things moving. Review collected by and hosted on G2.com.

What problems is Keboola solving and how is that benefiting you?

ETL, Data Accessibility, Data Governance - Everything under one roof, it is clear what everyone touched and where issues are if something goes down. Also, new things are quick to build and easy to maintain Review collected by and hosted on G2.com.

Show More

Response from Martin Lepka of Keboola

[Editedit](https://www.g2.com/survey_responses/keboola-review-11184880/official_response/edit)

Hi there,

Thank you for the fantastic review — being called a “Swiss Pocket Knife for Data Operations” absolutely made our day!

It’s great to hear that Keboola’s mix of simplicity and versatility is helping you tackle data projects of all shapes and sizes. We’re especially happy to know that you can spin up pilots quickly and count on our platform to scale with your needs. And we’ll make sure to pass on your kind words to our support team — they truly care about helping our users succeed, and feedback like this means the world to them.

We also really appreciate your honest notes about where we can do better. You're right — documentation should be complete, centralized, and easy to follow, and we’re working on that. Your comment about communication gaps caused by internal turnover is also valid. We're aware of how this can affect the user experience, and we're actively improving our internal processes to keep knowledge flowing smoothly and consistently.

Thank you for continuing to work with us and for helping us grow with your candid insights. If you ever have suggestions on how we can make things better, we’re all ears. ML

Validated ReviewerIncentivizedSource: Seller invite

 ![Verified User in Automotive](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Automotive")
UA

Verified User in Automotive

Small-Business (50 or fewer emp.)

5/23/2025

"Keboola provides an outstanding user interface that simplifies data management."

3.5/5

What do you like best about Keboola?

Its clarity and simplicity make it easy to use, and thanks to Keboola components, it also offers great modularity for building flexible data workflows. Review collected by and hosted on G2.com.

What do you dislike about Keboola?

The Keboola CLI doesn't allow setting a custom max timeout for uploading large files — it's fixed by default. It would be great if uploading tables larger than 15 GB didn’t cause the job to fail during table creation. Review collected by and hosted on G2.com.

What problems is Keboola solving and how is that benefiting you?

Keboola streamlines data integration, transformation, and orchestration across multiple sources. It eliminates the need for complex infrastructure setup and manual data pipelines, allowing us to automate workflows, speed up data delivery, and focus more on analysis and decision-making rather than on maintenance. Review collected by and hosted on G2.com.

Show More

Response from Martin Lepka of Keboola

[Editedit](https://www.g2.com/survey_responses/keboola-review-11211719/official_response/edit)

Hi there!

Thank you for the great review! We're glad you appreciate Keboola's clean interface and flexible, modular design for building data workflows. Your feedback about the CLI timeout for large uploads is very helpful—we understand how frustrating that can be and will definitely take it into account as we improve file handling. Thanks again for sharing your experience!

ML

Current UserValidated ReviewerIncentivizedSource: Seller invite

 ![Verified User in Internet](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Internet")
AI

Verified User in Internet

Mid-Market (51-1000 emp.)

5/16/2025

"Keboola - The end-users solution for data handling"

5/5

What do you like best about Keboola?

The ability to connect to the different data sources. In my case, it supports all the major data sources and it becomes super useful to get data from all data sources at one place.

And the event logs under each project for each and every activity is super helpful Review collected by and hosted on G2.com.

What do you dislike about Keboola?

The situation of joining the projects each time despite of having access on the project. Review collected by and hosted on G2.com.

What problems is Keboola solving and how is that benefiting you?

It lets us provide a user layer for our end users for the data residing in the Bigquery and Teradata like data warehouses.

It gives a great platform to data users who are not super technical. Review collected by and hosted on G2.com.

Show More

Response from Martin Lepka of Keboola

[Editedit](https://www.g2.com/survey_responses/keboola-review-11180883/official_response/edit)

We're glad to hear that you find Keboola's ability to connect to different data sources super useful for your needs. Our goal is to provide a seamless experience for accessing data from various sources. The experience you've mentioned with joining to project it worth exploring further. If you are an Organisation admin you have access to all project and as long as you join them, you stay a member. Please don't hesitate to reach out if you have more ideas, it helps us to provide better user experience. ML

Current UserValidated ReviewerIncentivizedSource: Seller invite

 ![Verified User in Civil Engineering](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Civil Engineering")
UC

Verified User in Civil Engineering

Small-Business (50 or fewer emp.)

12/19/2025

"Keboola"

5/5

What do you like best about Keboola?

Robust data management and using more sources of data in one stream. Review collected by and hosted on G2.com.

What do you dislike about Keboola?

Not really easy to use interface and not really logically sorted data stream. Review collected by and hosted on G2.com.

What problems is Keboola solving and how is that benefiting you?

Reporting, data analysis Review collected by and hosted on G2.com.

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Response from Jiri Manas of Keboola

[Editedit](https://www.g2.com/survey_responses/keboola-review-12119265/official_response/edit)

Thank you for the great review, happy to hear!.. We working hard on simplifications and happy to say, very soon there will be new way how to interact with Keboola!

Validated ReviewerIncentivizedSource: Seller invite

 ![Joshua W.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Joshua W.")
JW

Joshua W.

Technical Procurement Specialist

Mid-Market (51-1000 emp.)

5/20/2025

"Good product but unfortunate price increase"

4/5

What do you like best about Keboola?

Our account manager and the overall sales/level of support process was great. The product is fit for purpose and was an integral part of our tech stack. Review collected by and hosted on G2.com.

What do you dislike about Keboola?

The price increases were eye-watering to the point we had to migrate into Microsoft Fabric for a fraction of the price. Cost increases will be the death of software companies like Keboola unless they learn to reign it in. The problem is, everything they do, you can do in the likes of Fabric for a lot less. Review collected by and hosted on G2.com.

What problems is Keboola solving and how is that benefiting you?

Allows us to build pipelines for internal and external use cases. Review collected by and hosted on G2.com.

Show More

Response from Martin Lepka of Keboola

[Editedit](https://www.g2.com/survey_responses/keboola-review-11191770/official_response/edit)

Thank you, Joshua, for your candid and valuable feedback. We're happy to hear that our product, support, and account management positively impacted your data operations and tech stack. At the same time, we genuinely appreciate your openness regarding our pricing—your concerns have been noted and taken seriously. We're continuously reviewing our offerings to strike the right balance between value and cost. If you're open to discussing this further or considering ways to optimize costs, please don't hesitate to get in touch. Thanks again for helping us improve! ML

Validated 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.)

5/18/2022

"Easy-to-learn tool for everyone in data department"

4.5/5

What do you like best about Keboola?

- it is easy to manage data even for less technical users

- many connectors and the number is still growing

- I can see that the product is very well taken care of and still actively developing Review collected by and hosted on G2.com.

What do you dislike about Keboola?

- more transparent pricing - I would like to see how much costs queries to kbc snowflake to be able to optimize them Review collected by and hosted on G2.com.

Recommendations to others considering Keboola:

Try the free version and see for yourself Review collected by and hosted on G2.com.

What problems is Keboola solving and how is that benefiting you?

Combining several company databases, creating final tables for visualizations, cooperation with many colleagues at the same time and space, sending out emails, sms, files Review collected by and hosted on G2.com.

Show More

Response from Martin Lepka of Keboola

[Editedit](https://www.g2.com/survey_responses/keboola-review-6627999/official_response/edit)

Hi there!

Thanks for your fantastic feedback! It's great to hear Keboola makes data management accessible for all team members and supports seamless collaboration and automation. We genuinely appreciate your insight on pricing transparency for Snowflake queries—that's valuable input we'll certainly consider as we continue to refine our platform. Don't hesitate to reach out if you have more ideas or need assistance—we're always here to help! ML

5/20/2025
Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller

 ![Adam B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Adam B.")
AB

Adam B.

BI Data Engineer

Mid-Market (51-1000 emp.)

5/21/2025

"Keboola is hard to entry but once you get used to it, it's pretty straightforward"

4.5/5

What do you like best about Keboola?

Simplicity and ease of use.

Connectors.

Snowflake.

Email notifications Review collected by and hosted on G2.com.

What do you dislike about Keboola?

Pricing, it's very expensive compared to similarly scaled solutions on other platforms.

Some basic tasks are very hard to do, like renaming a column. Review collected by and hosted on G2.com.

What problems is Keboola solving and how is that benefiting you?

Giving companies insights into the data, most specifically extracting it and transforming it for reporting. Review collected by and hosted on G2.com.

Show More

Response from Martin Lepka of Keboola

[Editedit](https://www.g2.com/survey_responses/keboola-review-11199124/official_response/edit)

Hi Adam!

Thanks for your honest and helpful review. We're glad to hear that once you got comfortable with Keboola, you find it straightforward and appreciate its simplicity, connectors, and alerting features. Your comments on pricing and usability for basic tasks like column renaming are noted—we know these things matter and we’re continuously working to improve both value and user experience. Thanks again for sharing your perspective!

ML

Current UserValidated ReviewerIncentivizedSource: Seller invite

 ![Verified User in Consumer Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Consumer Services")
UC

Verified User in Consumer Services

Small-Business (50 or fewer emp.)

5/19/2025

"Great tool to start your analytics quickly"

4.5/5

What do you like best about Keboola?

I really appreciate very past adoption of Keboola within the company. Also it is quite easy to get new team members who never used Keboola before onboarded. Customer success is also great and really quick always willing to help. Review collected by and hosted on G2.com.

What do you dislike about Keboola?

Harder to get integrated with systems where there is not a specific data source prepared. We are unable to directly access the storage easy without necesity to log in to workspace, but it just small thing. Review collected by and hosted on G2.com.

What problems is Keboola solving and how is that benefiting you?

Extracting data, transforming for regular reproting and adhoc analysis. Review collected by and hosted on G2.com.

Show More

Response from Martin Lepka of Keboola

[Editedit](https://www.g2.com/survey_responses/keboola-review-11186309/official_response/edit)

Hello,

Thank you very much for your kind review! We're thrilled to hear about the rapid adoption within your company and that onboarding new team members has been seamless. Our Customer Success team will also appreciate your recognition—they always love hearing they've been helpful! Regarding the integration challenges and direct storage access, thanks for highlighting these points—we take your feedback seriously and would be happy to discuss solutions to make your experience even smoother. Feel free to reach out anytime! ML

Current UserValidated ReviewerIncentivizedSource: Seller invite

 ![Verified User in Retail](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Retail")
AR

Verified User in Retail

Enterprise (\> 1000 emp.)

5/16/2022

"Easy to use, fast development"

4/5

What do you like best about Keboola?

It is easy to use. It has lot of native tools, that can be used from scratch. Very easy to create data pipelines and orchestrations. Review collected by and hosted on G2.com.

What do you dislike about Keboola?

Keboola lacks flexibility of doing additional optimizations on speed and cost of transformations. So when your organization is bigger and you spent much more money on using Keboola, there is limited amount of things you can do to optimize. Review collected by and hosted on G2.com.

What problems is Keboola solving and how is that benefiting you?

We have whole data processing for company in Keboola. We use it for reporting, automation, data preparation for ML. Review collected by and hosted on G2.com.

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Response from Martin Lepka of Keboola

[Editedit](https://www.g2.com/survey_responses/keboola-review-6615607/official_response/edit)

Hi there,

Thanks for the review! We’re glad to hear Keboola makes it easy for you to build pipelines and orchestrate data quickly.

We appreciate the feedback on optimization — it's a fair point, especially for growing teams. We're actively working on giving users more control over performance and cost tuning, so stay tuned.

Thanks again for trusting us with your data operations! ML

5/16/2025
Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller

## Questions about Keboola? Ask real users or explore answers from the community

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GU

Guest User

What are the benefits and challenges of using Keboola for data integration, and what do you recommend for new users?

0 Upvotes

0

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 ![Václav B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Václav B.")
VB

Václav Bečka
•
Last activity about 4 years ago

Are you planning to include those extractors: Pinterest, TikTok, Spinoco? All of the would be beneficial for our use.

1 Upvote

2

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## Pricing Options

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1 License Per Year

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##### 
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