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Anaconda Business vs Looker Studio comparison

 

Comparison Buyer's Guide

Executive Summary

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Categories and Ranking

Anaconda Business
Average Rating
8.2
Reviews Sentiment
6.8
Number of Reviews
29
Ranking in other categories
Data Science Platforms (7th)
Looker Studio
Average Rating
7.6
Reviews Sentiment
5.4
Number of Reviews
16
Ranking in other categories
Reporting (12th)
 

Mindshare comparison

While both are Business Intelligence solutions, they serve different purposes. Anaconda Business is designed for Data Science Platforms and holds a mindshare of 2.3%, up 2.1% compared to last year.
Looker Studio, on the other hand, focuses on Reporting, holds 2.6% mindshare, up 2.4% since last year.
Data Science Platforms Market Share Distribution
ProductMarket Share (%)
Anaconda Business2.3%
Databricks9.3%
KNIME Business Hub6.8%
Other81.6%
Data Science Platforms
Reporting Market Share Distribution
ProductMarket Share (%)
Looker Studio2.6%
Microsoft Power BI17.4%
Tableau Enterprise16.5%
Other63.5%
Reporting
 

Featured Reviews

reviewer2775498 - PeerSpot reviewer
tester at a tech vendor with 10,001+ employees
Isolate environments and switch package versions efficiently for smoother testing workflows
Overall, it works well, but there are a few things that could be better. Sometimes the environment creation or package installation feels a bit slow, especially with bigger libraries. Another thing I would appreciate is a cleaner, more intuitive interface for managing environments. It works, but a smoother UI could make the workflow faster. It would also be nice to have clearer error messages when something fails, so it is easier to understand what went wrong without digging too much. The documentation could be a bit clearer, especially for troubleshooting specific errors or setup issues. Sometimes I need to search extensively to find the exact steps. Also, having quicker or more detailed support responses would help when something unexpected comes up. These are not major problems, but improving them would definitely make the overall experience smoother. One small improvement I would add is smoother integration with IDEs. It works fine right now, but having even tighter or more automated syncing with tools such as VS Code or PyCharm would make the workflow faster. Perhaps also a few more built-in examples or quick-start guides for common setups would be helpful. Nothing major, just things that would make the experience even more user-friendly.
Heron Ziegel - PeerSpot reviewer
Project Engineer at Quartz Consulting Group
Has supported quick dashboard creation and data sharing but lacks tools for managing multiple reports efficiently
We integrated Looker Studio with other platforms in our data ecosystem; we tried integrating with Sheets, and that went okay, but it could have been better. It could have been better because it needed a very specific format to read the data, so we had to reformat the sheet file. Looker Studio was mostly just helpful in that it provided live updating charts for tracking performance indicators in the organization. Integrating with a database was very difficult because there wasn't a lot of feedback for what was going wrong with the connection. I don't remember if we reached out to support. I didn't personally reach out, but my boss may have. I didn't reach out to support, so I do not have experience with it to rate it. We worked with the free version of Looker Studio initially, and we upgraded at some point to the pro version; I don't remember if we actually paid for it or if it was just a free trial. The pricing was reasonable. I remember doing a price comparison, and it was pretty reasonable, but it did have fewer features than a lot of other software, which was okay for a comparable price but a little cheaper.

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Pros

"Specific examples of improvements since using Anaconda Business include faster environment setup, where teams can instantly create and share standardized environments, eliminating dependency hell and allowing focus on analysis rather than administrative work."
"The biggest positive impact has been the consistency it brings—since everyone can use clean, isolated environments, we run into far fewer package conflicts or situations where something works on one system but not another."
"Voice Configuration and Environmental Management Capabilities are the most valuable features."
"Anaconda Business has positively impacted my organization because, when discussing the security point of view, it's exceptional; when comparing it to other solutions, Anaconda Business is superior."
"It helped us find find the optimal area for where our warehouse should be located."
"The product is responsive, sleek and has a beautiful interface that is pleasant to use. It helps users to easily share code."
"The most valuable feature is the Jupyter notebook that allows us to write the Python code, compile it on the fly, and then look at the results."
"The best features Anaconda Business offers are that it's seamless and easy to use, with straightforward access to the applications I need."
"The ability to design complex data models and equations."
"The solution is free so that is a good feature."
"The company dashboard is useful because we could share it via a link as a reminder for everyone to check it weekly. We observed the progress of our portfolio from last week to the current week, allowing us to compare revenues."
"The integration with Excel and Google Sheets is a valuable feature, making it easy to access and visualize data."
"The ability to integrate with a great variety of data sources."
"The fact that Looker Studio is free and has a free tier was probably the biggest benefit; it is very accessible and not too difficult to use."
"I would rate this solution eight or nine out of ten."
"I am impressed with the tool's scheduling mechanism, refresh mechanism, and different types of charts."
 

Cons

"It crashes once in a while. In case of a reboot or something unexpected, the unseen code part will get diminished, and it relatively takes longer than other applications when a reboot is happening. They can improve in these areas. They can also bring some database software. They have software for analytics and virtualization. However, they don't have any software for the database."
"I think better documentation or a step-by-step guide for installation would help, especially for on-premise users."
"The solution would benefit from offering more automation."
"When you install Anaconda for the first time, it's really difficult to update it."
"Anaconda consumes a significant amount of processing memory when working on it."
"Anaconda Business could be improved because currently, if a package is not added to the curated repository, our teams may wait hours or days for security license validation."
"Pricing for custom deployments is available through contacting sales. Additionally, according to one marketplace listing, there is a price shown of seven hundred fifty dollars per user per year."
"It also takes up a lot of space."
"Looker Studio did not fit our needs for scalability."
"It's not yet a replacement for a complete BI tool."
"Insisting on forums, blogs and community outreach in communications, and posting videos on an established calendar would be useful."
"The challenges with Google Data Studio are associated with the security part, making it an area where improvements are required."
"I would appreciate improvements in the data modeling features, as it's not straightforward, and it's not what people in analytics are used to."
"There are issues with integration and I encountered limits and warnings, especially with my pivot table size."
"Other tools might be worth considering if you need more advanced features or support for a larger user base."
"The tool has a lot of room for improvement. It's not very professional and allows for only simple tasks like indicating KPIs or quick calculations. It lacks a good calculation-based language like Power BI's DAX, making it less suitable for professional use. Additionally, the variety of visualization tools is limited, and customization options are restricted."
 

Pricing and Cost Advice

"Anaconda is free to use, but in terms of hardware costs, you might need heavy GPUs to run CUDA and other demanding tasks."
"The tool is open-source."
"My company uses the free version of the tool. There is also a paid version of the tool available."
"The product is open-source and free to use."
"The licensing costs for Anaconda are reasonable."
"The tool is free."
"I think the tool is cheap because you don't need to pay anything for using the tool. However, when connecting and analyzing other data sources, you should consider where to analyze this information because Google Data Studio doesn't handle much data well. You must also consider how you will connect this data to it. In this case, you might need to hire DevOps or a data team to help with these issues."
"The product is available for free."
"The solution is free but the Google Looker is expensive."
"The cost is quite affordable based on feature analysis."
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Top Industries

By visitors reading reviews
Financial Services Firm
16%
University
11%
Manufacturing Company
8%
Computer Software Company
8%
Computer Software Company
11%
Manufacturing Company
10%
Financial Services Firm
10%
Comms Service Provider
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business12
Midsize Enterprise2
Large Enterprise19
By reviewers
Company SizeCount
Small Business7
Midsize Enterprise3
Large Enterprise6
 

Questions from the Community

What do you like most about Anaconda?
The tool's most valuable feature is its cloud-based nature, allowing accessibility from anywhere. Additionally, using Jupyter Notebook makes it easy to handle bugs and errors.
What is your experience regarding pricing and costs for Anaconda?
My experience with pricing, setup cost, and licensing is that it is a little costly, but it is useful.
What needs improvement with Anaconda?
I believe Anaconda Business can be improved in terms of performance and speed, particularly regarding the installation process and efficiency to avoid system freezing.
What do you like most about Google Data Studio?
The company dashboard is useful because we could share it via a link as a reminder for everyone to check it weekly. We observed the progress of our portfolio from last week to the current week, all...
What needs improvement with Google Data Studio?
I would appreciate improvements in the data modeling features, as it's not straightforward, and it's not what people in analytics are used to. Specifically, most people using this visualization too...
What is your primary use case for Google Data Studio?
I used Looker Studio mainly for reporting, where I created multiple dashboards on it. I wouldn't say I made the most of the usage of the connections because all the connections were based on flat f...
 

Also Known As

No data available
Data Studio
 

Overview

 

Sample Customers

LinkedIn, NASA, Boeing, JP Morgan, Recursion Pharmaceuticals, DARPA, Microsoft, Amazon, HP, Cisco, Thomson Reuters, IBM, Bridgestone
Genesys, Shueisha
Find out what your peers are saying about Databricks, Amazon Web Services (AWS), Knime and others in Data Science Platforms. Updated: February 2026.
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