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Google Cloud BigQuery Pros and Cons: Top 5 Advantages and Disadvantages

Quick AI Summary Based on G2 Reviews

Generated from real user reviews

Users value the ease of use of Google Cloud BigQuery, appreciating its intuitive interface and fast query execution. (156 mentions)
Users admire the fast query performance of Google Cloud BigQuery, enhancing their experience with large datasets. (143 mentions)
Users value the fast querying capabilities of Google Cloud BigQuery, enabling efficient analysis of large datasets. (120 mentions)
Users value the seamless SQL integration of BigQuery, enhancing data analytics in the Google Cloud ecosystem. (118 mentions)
Users value the query efficiency of Google Cloud BigQuery, enjoying fast performance on large datasets with ease. (114 mentions)
Users find the costs can escalate quickly without careful query optimization and monitoring on Google Cloud BigQuery. (127 mentions)
Users experience query issues leading to escalated costs and unexpected behavior with special characters in BigQuery. (78 mentions)
Users find that costs can escalate quickly with Google Cloud BigQuery due to unoptimized queries and large datasets. (63 mentions)
Users report that costs can escalate quickly due to needing careful optimization and monitoring for large-scale queries. (60 mentions)
Users find the learning curve steep for Google Cloud BigQuery, requiring significant time to master its features. (54 mentions)

5 Pros or Advantages of Google Cloud BigQuery

5 Cons or Disadvantages of Google Cloud BigQuery

Google Cloud BigQuery Reviews (1,244)

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Google Cloud BigQuery Reviews (1,244)

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4.5
1,244 reviews
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Dmitry A.
DA
Dmitry A.
Head of Product Growth
Small-Business (50 or fewer emp.)
"Market leader for data analytics and integration"
5/5
What do you like best about Google Cloud BigQuery?

I like the good pricing of Google Cloud BigQuery. I also appreciate the ease of use, versatility, and the number of different data sources that can be connected. For me, it is truly a market leader today. Review collected by and hosted on G2.com.

What do you dislike about Google Cloud BigQuery?

I like absolutely everything. I don't see any drawbacks. Review collected by and hosted on G2.com.

Verified User in Financial Services
UF
Verified User in Financial Services
Enterprise (> 1000 emp.)
"BigQuery, Easy Life for Data Scientists"
4.5/5
What do you like best about Google Cloud BigQuery?

BigQuery is incredibly easy to use, especially for anyone familiar with SQL. I use it daily for querying and analyzing large datasets, and its performance remains consistently fast and reliable. The serverless architecture removes the hassle of provisioning and scaling infrastructure, allowing analysts to focus purely on data. Implementation is straightforward, especially within the Google Cloud ecosystem. It supports fast querying even on huge datasets, and integration with tools like Looker, Data Studio, and Google Sheets makes building dashboards effortless. The feature set is robust — from partitioned tables to user-defined functions — and performance is consistently strong. Review collected by and hosted on G2.com.

What do you dislike about Google Cloud BigQuery?

While powerful, BigQuery's pricing model can be confusing and risky for new users — costs can spike if queries aren't optimized. Customer support can sometimes be slow unless you're on a premium support plan. Additionally, setting up service accounts and IAM permissions can be a bit complex, especially for teams new to cloud environments. There are also a few limitations around real-time data processing and version control within queries that could be improved. Review collected by and hosted on G2.com.

Sharmeen  S.
SS
Sharmeen S.
Senior Assoicate Consultant
Enterprise (> 1000 emp.)
"BigQuery: Our analytics stack's unrecognised star!"
4.5/5
What do you like best about Google Cloud BigQuery?

Honestly, what I appreciate most about BigQuery is how it just works with really massive datasets. We’ve thrown some pretty heavy queries at it we're talking billions of rows and it still performs really well. The speed is impressive, even when things get complex. I also like how smoothly it ties in with the rest of the Google Cloud ecosystem. It makes building full data pipelines a lot more straightforward. Plus, since it uses regular SQL, our team could dive in right away without having to learn anything new. It’s solid, scales easily and has pretty much become the core of our analytics setup. Review collected by and hosted on G2.com.

What do you dislike about Google Cloud BigQuery?

To be honest, the pricing model threw us off in the beginning. We ran a few heavy queries thinking “this should be fine” and then got hit with unexpected costs. It’s not super clear how much something will cost until after you run it, which can be stressful when you're working with large datasets. Also, the interface feels a bit plain. It does the job, but when you're deep into debugging or trying to explore data, it could definitely be more intuitive or visually helpful. Review collected by and hosted on G2.com.

Verified User in Semiconductors
US
Verified User in Semiconductors
Enterprise (> 1000 emp.)
"Fully Managed, Scalable Serverless OLAP with Built-In Machine Learning"
4/5
What do you like best about Google Cloud BigQuery?

1. Fully manged serverless service.

2. Handles semistructured data very well and scales well for huge volumes of data.

3. Has Machine learning capabilities built in. Review collected by and hosted on G2.com.

What do you dislike about Google Cloud BigQuery?

1. Optimization issues can cause unpredictable costs.

2. Locked in to single vendor.

3. Lacks visualizations tool despite being OLAP. Review collected by and hosted on G2.com.

Majid H.
MH
Majid H.
Senior Business Intelligence Consultant
Mid-Market (51-1000 emp.)
"Google Cloud BigQuery"
3/5
What do you like best about Google Cloud BigQuery?

Google Cloud BigQuery is a fully managed, serverless data warehouse that enables fast, SQL-based analysis of massive datasets with no infrastructure setup. It offers high performance, pay-as-you-go pricing, and seamless integration with Google services. BigQuery supports real-time analytics, federated queries, and even machine learning with BigQuery ML—all while ensuring strong security and scalability, making it ideal for modern data analytics and BI use cases. Review collected by and hosted on G2.com.

What do you dislike about Google Cloud BigQuery?

Google Cloud BigQuery is powerful for analytics, it has some limitations such as unpredictable costs due to its pay-per-query model, especially if queries are not optimized. It’s not well-suited for transactional workloads, as updates and deletes are less efficient. Real-time data ingestion can experience slight delays, and users may face query quotas or regional restrictions for certain features. Additionally, while SQL is accessible, mastering cost-efficient query design and performance tuning can involve a learning curve. Review collected by and hosted on G2.com.

Udit R.
UR
Udit R.
Business Analyst
Food & Beverages
Small-Business (50 or fewer emp.)
"Bigquery is a reliable tool for analytics and handling large data."
4.5/5
What do you like best about Google Cloud BigQuery?

The best thing about Google Cloud BigQuery is its speed in handling large datasets. It processes queries very fast and integrates well with tools like Power BI and Google Data Studio. The main upside is that I don’t need heavy infrastructure, and still I can easily analyze and manage big data for my MBA projects and analytics work. Review collected by and hosted on G2.com.

What do you dislike about Google Cloud BigQuery?

Sometimes the pricing can be a little confusing because it charges based on the amount of data processed. Also, for someone new, the learning curve feels a bit tough in the beginning. Apart from that, I don’t find major issues. Review collected by and hosted on G2.com.

Verified User in Financial Services
CF
Verified User in Financial Services
Enterprise (> 1000 emp.)
"Transforms Data Analysis with Impressive Speed"
4.5/5
What do you like best about Google Cloud BigQuery?

I like the structured and organized way Google Cloud BigQuery deals with data. The quickness with which it handles and analyzes data is another favorite aspect of mine. It really reduces costs for the organization because it quickly processes data, and since it's well-organized, it makes navigating the required data much easier and saves time. The initial setup was pretty easy too, as the infrastructure and everything else is automatically taken care of. Review collected by and hosted on G2.com.

What do you dislike about Google Cloud BigQuery?

I don't dislike anything about it at this point. Review collected by and hosted on G2.com.

Zeeshan K.
ZK
Zeeshan K.
Founder & CEO | Lead Data Scientist
Small-Business (50 or fewer emp.)
Originally submitted 7/22/2025
"BigQuery makes large scale data analysis ridiculously easy"
5/5
What do you like best about Google Cloud BigQuery?

I love the speed and scalability of BigQuery. As someone working on analytics dashboards and automation tools, it’s incredibly efficient to query large datasets directly from GCP without needing complex ETL pipelines. Integration with Looker Studio and Google Sheets is seamless. We can run massive queries in seconds, which would take minutes or hours on traditional DBs. Review collected by and hosted on G2.com.

What do you dislike about Google Cloud BigQuery?

The pricing can be unpredictable at times, especially with large or unoptimized queries. Also, the UI, while powerful, could be more intuitive for non-technical users. I’d like more guidance or alerts before hitting high costs during query runs. Review collected by and hosted on G2.com.

Rahul K.
RK
Rahul K.
Enterprise (> 1000 emp.)
"Powerful Data Handling with Some Cost Concerns"
4/5
What do you like best about Google Cloud BigQuery?

I like using Google Cloud BigQuery for its ability to handle very large datasets with good latency. The real-time event and data analysis capabilities are particularly valuable to me. Review collected by and hosted on G2.com.

What do you dislike about Google Cloud BigQuery?

I think it can be very expensive if not queried properly. Review collected by and hosted on G2.com.

Ivan M.
IM
Ivan M.
Business Analyst
Small-Business (50 or fewer emp.)
Originally submitted 5/2/2025
"Takes getting used to"
0/5
What do you like best about Google Cloud BigQuery?

Google Cloud Bigquery has a plethora of features allowing it to integrate with various other google products, managing servers, other internal management applications.

Additionally, there are tutorials available which I delve into for more advanced functions and integrations. Review collected by and hosted on G2.com.

What do you dislike about Google Cloud BigQuery?

It is often difficult to navigate the interface, especially if there is a greater amount of content coming in to manage. Consequently, the invoicing and the pricing to manage this content increases which can become overwhelming and difficult to track. Review collected by and hosted on G2.com.