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 8.3. Google holds a 1.1% mindshare in DV, compared to Splunk’s 1.5% 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

989 Views
326 Comparison Views

80% willing to recommend

Splunk Enterprise Platform

Read 35 Splunk Enterprise Platform reviews

1,142 Views
834 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: December 2025).

Buyer's Guide

Google Cloud Datalab vs. Splunk Enterprise Platform

December 2025

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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 January 2026, in the Data Visualization category, the mindshare of Google Cloud Datalab is 1.1%, up from 0.5% compared to the previous year. The mindshare of Splunk Enterprise Platform is 1.5%, 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	1.5%
Google Cloud Datalab	1.1%
Other	97.4%

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.

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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

"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."

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

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

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

"The APIs are valuable."

"The product's most valuable feature is the ability to explain the values and provide insights into transactions."

"The most valuable features of Splunk Enterprise Platform include its performance, ease of implementation, and user interface, which are superior compared to other on-premises products."

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

"The best thing about Splunk is you can collect all the data you want, and you can play with the data and do what you want."

"Overall, I rate Splunk Enterprise Platform ten out of ten."

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

"The most valuable feature of Splunk for data analysis is its ability to search using SPL and SQL."

More Splunk Enterprise Platform pros

Cons

"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."

"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."

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

"The interface should be more user-friendly."

"There is room for improvement in introducing more AI capabilities onto Splunk Enterprise Platform."

"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."

"The tool lacked in providing a shareable format. I had to use pivot tables and manually parse and edit the data to create a visualization-friendly format. It was helpful when we had an issue. What would make it stronger is if it were more proactive. For example, if it highlighted major incidents and their impact on users without digging through notifications, that would be better. Typically, the first question we get is, "Oh, we had an incident. How bad was it? How many customers were impacted?" So having that information pop up from the notification would be helpful."

"While Splunk Enterprise Platform is a good product, it is expensive. Additionally, it is complex for inexperienced cybersecurity engineers and requires experienced personnel to handle it effectively."

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

"Areas for improvement include enhancing dashboards, reports, alerts, and the monitoring console."

"Splunk can be used primarily to port log files, allowing for easy and quick management of large amounts of logs. However, this can also be a drawback due to the configuration, parsing, and dashboard creation limitations. Communication is stream-based, which means you need to do a lot of pre-emptive setup to get a nice export."

"Splunk could improve by enhancing its graphical view functionality. Compared to other BI tools, Splunk's graphic features are limited; customers desire detailed, rich visual effects, like world maps showing threat attacks as animations."

More Splunk Enterprise Platform cons

Pricing and Cost Advice

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

"The product is cheap."

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

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

"The solution's pricing increases with the amount of data used. This pricing model is acceptable because it aligns with the security features provided. It ensures that the price reflects the level of security and the amount of data we're managing."

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

"The solution’s pricing is moderate."

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

"Splunk Enterprise Platform is an expensive solution."

"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."

More Splunk Enterprise Platform pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

25%

Computer Software Company

10%

University

Manufacturing Company

Healthcare Company

11%

Hospitality Company

11%

Insurance Company

10%

Financial Services Firm

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?

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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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KNIME Business Hub vs Google Cloud Datalab

Compared 8% of the time

Qlik Sense vs Google Cloud Datalab

Compared 7% of the time

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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 12% of the time

Splunk Security Essentials vs Splunk Enterprise Platform

Compared 11% 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

December 2025

Free Report: Google Cloud Datalab vs. Splunk Enterprise Platform

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