Google Cloud Datalab vs Splunk Enterprise Platform comparison

Google and Splunk are both solutions in the Data Visualization category. Google is ranked #17 with an average rating of 7.5, while Splunk is ranked #5 with an average rating of 8.4. Google holds a 1.2% mindshare in DV, compared to Splunk’s 1.6% mindshare. Additionally, 80% of Google users are willing to recommend the solution, compared to 94% of Splunk users who would recommend it.

Google Cloud Datalab

Read 6 Google Cloud Datalab reviews

1,162 Views
383 Comparison Views

80% willing to recommend

Splunk Enterprise Platform

Read 35 Splunk Enterprise Platform reviews

1,357 Views
950 Comparison Views

94% willing to recommend

Google Cloud Datalab

Splunk Enterprise Platform

Comparison Buyer's Guide

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Executive SummaryUpdated on Jan 1, 2025

Google Cloud Datalab and Splunk Enterprise Platform compete in the data analytics space, with Splunk having the upper hand due to its advanced analytics capabilities.

Features: Google Cloud Datalab offers seamless integration with Google's ecosystem, robust Python notebook support, and an easy data exploration process. Splunk Enterprise Platform is known for powerful data indexing and search, versatility in data inputs, and comprehensive analytics features.

Room for Improvement: Google Cloud Datalab could enhance data visualization capabilities, expand AI functionalities, and improve data handling for complex projects. Splunk Enterprise Platform might benefit from enhancing its user interface, reducing complexity in learning its language, and offering more cost-effective scaling options.

Ease of Deployment and Customer Service: Google Cloud Datalab is praised for its intuitive setup within Google services and integrated support. Splunk Enterprise Platform offers flexible deployment across diverse IT environments with dedicated support for intricate setups.

Pricing and ROI: Google Cloud Datalab provides a cost-effective solution for those already invested in Google Cloud, offering favorable ROI. Splunk Enterprise Platform, despite its higher initial costs, promises substantial ROI through superior data processing capabilities.

To learn more, read our detailed Google Cloud Datalab vs. Splunk Enterprise Platform Report (Updated: February 2026).

Buyer's Guide

Google Cloud Datalab vs. Splunk Enterprise Platform

February 2026

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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

Google Cloud Datalab

Ranking in Data Visualization

17th

Average Rating

7.8

Reviews Sentiment

6.4

Number of Reviews

Ranking in other categories

Data Science Platforms (19th)

Splunk Enterprise Platform

Ranking in Data Visualization

5th

Average Rating

8.4

Reviews Sentiment

7.3

Number of Reviews

Ranking in other categories

IT Alerting and Incident Management (5th)

Mindshare comparison

As of February 2026, in the Data Visualization category, the mindshare of Google Cloud Datalab is 1.2%, up from 0.6% compared to the previous year. The mindshare of Splunk Enterprise Platform is 1.6%, up from 1.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Data Visualization Market Share Distribution
Product	Market Share (%)
Splunk Enterprise Platform	1.6%
Google Cloud Datalab	1.2%
Other	97.2%

Data Visualization

Featured Reviews

LijomonJose

System Architect at UST Global EspaÃ±a

dashboards are good and data visualization is more meaningful for the end-user

Access is always via URL, and unless your network is fast, it would be a little tough in India. In India, if we had a faster network, it would be easier. In a big data environment, like when forcing your database with over a billion records, it can be tough for the end-user to manage the data. You need to have a single entity system in each environment. It's not because of GCP, but it would be great to have options like MongoDB or other similar tools in GCP. Then, we wouldn't always need to connect to the cloud and execute SQL queries. Even if your application is always connected to its database, the processing can be cumbersome. It shouldn't be so complicated. Once the data is collected, it should be easily sorted.

Read full review

FaisalKhan5

SOC A2 at Innodata-ISOGEN

Has streamlined data integration and enabled real-time dashboard visualizations through a powerful search engine

Splunk Enterprise Platform has a vast and versatile powerful search engine with which I can handle all queries, and creating use cases and the search and dashboard is the main selling point, allowing me to visualize live dashboards. The platform has a powerful search engine, allowing the integration of custom AI such as ChatGPT. Splunk Enterprise Platform also has its own Phantom as a SOAR, which is much more refined and gives more accurate results than any other AI integrated SIM tool. In anomaly detection, I can live track anomalies and change the registry. Splunk Enterprise Platform serves as a time-saving solution because integrating other sources such as Syslog or router switch firewall is much easier.

Read full review

Quotes from Members

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

Pros

"For me, it has been a stable product."

"All of the features of this product are quite good."

"Google Cloud Datalab is very customizable."

"In MLOps, when we are designing the data pipeline, the designing of the data pipeline is easy in Google Cloud."

"The infrastructure is highly reliable and efficient, contributing to a positive experience."

"The APIs are valuable."

"The product helps monitor and visualize data. It allows you to handle various tasks. You can store, visualize, and analyze data with the Splunk Enterprise Platform. It offers features like virtual folders and heavy folders for filtering data. Additionally, you can create dashboards to showcase data to different teams and stakeholders. The tool also enables the creation of analytics and alerts and sends reports, making it a valuable tool for our system."

"The platform has a powerful search engine, allowing the integration of custom AI such as ChatGPT, and it also has Phantom as a SOAR, which is more refined and gives more accurate results than any other AI integrated SIM tool."

"The most valuable feature of Splunk Enterprise Platform is that it's a customizable solution."

"The solution is very good for monitoring compared to other tools."

"Splunk Enterprise Platform is an easy-to-use and easy-to-configure solution."

"I found the incident notification to be very helpful."

"Splunk Enterprise Platform can be used for security, IT monitoring, and observability."

"Splunk's real-time processing capability has been pretty good for my use cases."

More Splunk Enterprise Platform pros

Cons

"The interface should be more user-friendly."

"Connectivity challenges for end-users, particularly when loading data, environments, and libraries, need to be addressed for an enhanced user experience."

"We have also encountered challenges during our transition period in terms of data control and segmentation. The management of each channel and data structure as it has its own unique characteristics requires very detailed and precise control. The allocation should be appropriate and the complexity increases due to the different time zones and geographic locations of our clients. The process usually involves migrating the existing database sets to gcp and ensure data integrity is maintained. This is the only challenge that we faced while navigating the integers of the solution and honestly it was an interesting and unique experience."

"There is room for improvement in the graphical user interface. So that the initial user would use it properly, that would be a good option."

"Even if your application is always connected to its database, the processing can be cumbersome. It shouldn't be so complicated."

"The product must be made more user-friendly."

"Splunk Enterprise Platform could improve in the area of basic log readability. When performing basic searches without advanced filters, the logs often contain timestamps and various unknown codes or other elements that can be confusing. Removing or simplifying these parts would make it easier for users who are not developers or do not have a development background to understand and find relevant information easily."

"The Splunk Processing Language (SPL) poses a steep learning curve for new users."

"Pricing is an area that needs improvement, as it is considered high."

"Integration is an area that can be considered as one of the challenges we face with the solution in our company"

"It's not easy or feasible to reach out to Splunk directly."

"There is room for improvement in terms of scalability."

"There should be continuous customer engagement and training programs on the new features and capabilities introduced by the solution."

"Splunk is not an out-of-the-box solution like Micro Focus or Zabbix. You have to create your request to collect the data and add crucial components to the software."

More Splunk Enterprise Platform cons

Pricing and Cost Advice

"The product is cheap."

"The pricing is quite reasonable, and I would give it a rating of four out of ten."

"It is affordable for us because we have a limited number of users."

"There are yearly payments to be made towards the licensing costs attached to the solution."

"The tool is expensive."

"The solution is expensive, so I rate its pricing a four out of ten."

"The product is expensive, and the cost depends on the amount of data ingestion."

"The solution’s pricing is moderate."

"If you exceed your licensed limit, the product will issue a warning, typically a five-license warning. Additionally, they send daily email notifications informing you about the breach. This prompts you to consider options such as minimizing logs or acquiring additional licensing to address the issue."

"I have heard from my managers that Splunk Enterprise Platform is an expensive solution."

"On a scale from one to ten, where one is cheap, and ten is expensive, I rate the solution's pricing around seven or eight out of ten."

More Splunk Enterprise Platform pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

24%

Computer Software Company

10%

University

Comms Service Provider

Healthcare Company

10%

Hospitality Company

10%

Insurance Company

10%

Manufacturing Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

By reviewers
Company Size	Count
Small Business	12
Midsize Enterprise	1
Large Enterprise	23

Questions from the Community

What do you like most about Google Cloud Datalab?

Google Cloud Datalab is very customizable.

See all answers

What needs improvement with Google Cloud Datalab?

See all answers

What is your primary use case for Google Cloud Datalab?

It's for our daily data processing, and there's a batch job that executes it. The process involves more than ten servers or systems. Some of them use a mobile network, some are ONTAP networks, and ...

See all answers

What do you like most about Splunk Enterprise Platform?

The most valuable features of the solution are the load balancing technique, the forwarding technique, and SSL certification.

See all answers

What needs improvement with Splunk Enterprise Platform?

From what I have noticed across all SIEM platforms, they are beginning to incorporate AI capabilities, which is an aspect that I think Splunk could enhance. Microsoft Sentinel, for example, feature...

See all answers

What is your primary use case for Splunk Enterprise Platform?

We have been working with Splunk Enterprise Platform for two years. Currently, we have been running Splunk in our SOC for two years, but we have not used the Machine Learning Toolkit yet. I believe...

See all answers

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Compared 16% of the time

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Compared 8% of the time

KNIME Business Hub vs Google Cloud Datalab

Compared 8% of the time

IBM SPSS Statistics vs Google Cloud Datalab

Compared 7% of the time

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Compared 20% of the time

Tableau Enterprise vs Splunk Enterprise Platform

Compared 15% of the time

Arctic Wolf Incident Response vs Splunk Enterprise Platform

Compared 14% of the time

Splunk ITSI (IT Service Intelligence) vs Splunk Enterprise Platform

Compared 13% of the time

Splunk Cloud Platform vs Splunk Enterprise Platform

Compared 12% of the time

More Splunk Enterprise Platform Competitors

Product Reports

Buyer's Guide

Google Cloud Datalab

January 2026

Download Google Cloud Datalab product report

Buyer's Guide

Splunk Enterprise Platform

January 2026

Download Splunk Enterprise Platform product report

Overview

Cloud Datalab is a powerful interactive tool created to explore, analyze, transform and visualize data and build machine learning models on Google Cloud Platform. It runs on Google Compute Engine and connects to multiple cloud services easily so you can focus on your data science tasks.

Google

Explore data of any type and value — no matter where it lives in your data ecosystem.
Drive business resilience by monitoring, alerting and reporting on your operations.
Create custom dashboards and data visualizations to unlock insights from anywhere — in your operations center, on the desktop, in the field and on the go.
Use data from anywhere across your entire organization so you can make meaningful decisions fast.

Splunk

Buyer's Guide

Google Cloud Datalab vs. Splunk Enterprise Platform

February 2026

Free Report: Google Cloud Datalab vs. Splunk Enterprise Platform

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