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Amazon Athena Pros and Cons: Top Advantages and Disadvantages

Quick AI Summary Based on G2 Reviews

Generated from real user reviews

Users find that Amazon Athena is a perfect tool for running data analysis directly on S3 storage. (1 mentions)
Users find Amazon Athena ideal for big data handling, making data analysis from S3 seamless and efficient. (1 mentions)
Users find Amazon Athena ideal for data analysis on S3, streamlining their data querying processes efficiently. (1 mentions)
Users find Amazon Athena's ease of use appealing, thanks to its user-friendly interface and versatile querying capabilities. (1 mentions)
Users appreciate the user-friendly interface of Amazon Athena, enabling easy access to diverse data sources. (1 mentions)
Users find function limitations of Amazon Athena unhelpful for querying and updating data efficiently. (1 mentions)
Users find the limited SQL capabilities of Amazon Athena hinder their ability to effectively query and update data. (1 mentions)
Users find poor usability in Amazon Athena, making data querying and updates frustrating and unhelpful. (1 mentions)

Top Pros or Advantages of Amazon Athena

Top Cons or Disadvantages of Amazon Athena

Amazon Athena Reviews FAQs

Generated using AI

Last updated: Nov 04, 2026

What is Amazon Athena, and what problem is it built to solve?

Amazon Athena is a serverless query service that lets teams analyze data stored in Amazon S3 using SQL, without managing database infrastructure. Users rely on it for ad hoc analysis, data checks, and log exploration.

What company sizes and industries is Amazon Athena the best fit for?

Amazon Athena appears across small, mid-market, and enterprise organizations, with the strongest presence among enterprise users. Positive experiences span several company sizes:
  • Enterprise: Organizations with more than 1,000 employees form the largest cluster.
  • Small business: Teams with 50 or fewer employees are also well represented.
  • Mid-market: Organizations with 51–1,000 employees use it for data analysis and querying as well.

How long does it take to implement Amazon Athena across a team?

Implementation is most often reported as taking less than a month, with some teams getting started in less than a day. Reported timelines vary with the setup and use case.
Time to go live Relative frequency
Less than 1 month Most common
Less than 1 day Also reported
1–3 months Less common
3–6 months Less common
More than 12 months Rarely reported

What customer support options does Amazon Athena provide, and how do users find the overall support experience?

Support options aren’t specified here, but the support experience described by Amazon Athena users is mixed. Some find help useful, while others describe having to wait for answers, pay for additional assistance, or troubleshoot with limited guidance.

What tools and platforms does Amazon Athena integrate with, and how do these integrations help users get more value from the product?

Amazon Athena has 5 listed integrations. They connect data storage and cataloging, analytics, and developer workflows:
  • AWS data and catalog: Amazon Simple Storage Service (S3) and AWS Glue
  • Analytics: Amazon Quick and Microsoft Power BI
  • Developer tools: Python
In everyday use, users describe querying data in S3, using Glue for catalog and metadata workflows, and connecting query results to visualization and analysis tools. This can help teams inspect and validate data without first moving it into a separate database.

What features or capabilities could make Amazon Athena even more useful?

Amazon Athena could be more useful with broader query and data-manipulation support, stronger performance for large or complex workloads, and a more capable query interface. Users’ recurring improvement requests include:
  • Expand SQL support, including update and upsert operations, stored procedures, and user-defined functions.
  • Improve performance and resource handling for large datasets, complex queries, and high-concurrency workloads.
  • Make the query editor easier to use, with better query organization, clearer error messages, and more helpful guidance.
  • Broaden and simplify connections to other data sources and services.

Amazon Athena Reviews (173)

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Amazon Athena Reviews (173)

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4.4
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MS
mani s.
data engineer
Enterprise (> 1000 emp.)
"Athena Makes S3 Data Validation Fast and Infrastructure-Free"
5/5
What do you like best about Amazon Athena?

I use Amazon Athena in my day-to-day work for our project. What I like most about Athena is that it can query large datasets directly from Amazon S3 without having to manage any infrastructure. In my workplace, I use Athena regularly to validate processed data after Spark ETL jobs complete, and I compare source and target datasets with the help of Athena. After the ETL pipelines finish writing Parquet or CSV files into S3, I use Athena tables connected through the AWS Glue Data Catalog, then run SQL queries to verify record counts, null values, duplicates, partitioned data, and transformation outputs. Review collected by and hosted on G2.com.

What do you dislike about Amazon Athena?

I don’t have any major dislikes. It’s a good final product, and it helps me a lot. Review collected by and hosted on G2.com.

Pradip G.
PG
Pradip G.
Technology Lead
Computer Software
Enterprise (> 1000 emp.)
Business partner of the seller or seller's competitor, not included in G2 scores.
"Simple, Scalable and Cost-Effective Analytics with Amazon Athena"
5/5
What do you like best about Amazon Athena?

What I like best about Amazon Athena is that it is very easy to use and fully serverless. We don’t need to manage any infrastructure, and we can directly query data stored in S3 using simple SQL. It saves time for data analysis and is very cost effective because we only pay for the data we scan. It also integrates well with other AWS services, which makes it very useful for analytics and reporting use cases Review collected by and hosted on G2.com.

What do you dislike about Amazon Athena?

One thing I dislike about Amazon Athena is that the cost can increase quickly if queries are not optimized properly, since pricing is based on data scanned. For large and unpartitioned datasets, it becomes expensive. Also, performance sometimes depends heavily on how well the data is structured in S3. It is not ideal for very low-latency or real-time analytics use cases. Query debugging can also be slightly difficult for beginners. Review collected by and hosted on G2.com.

Caleb F.
CF
Caleb F.
Data & IA Specialist
Small-Business (50 or fewer emp.)
"Ad-hoc serverless analysis in S3 with SQL, natively integrated with AWS Glue"
5/5
What do you like best about Amazon Athena?

What I value most is that it is serverless: it allows you to run standard SQL queries directly on data in Amazon S3, without having to provision infrastructure or move the information through ETL processes.

In practice, it is super useful for performing quick and ad-hoc exploratory analysis on Parquet or JSON files within our Data Lake. Additionally, by integrating natively with the AWS Glue Data Catalog, metadata management becomes almost transparent and much simpler. Review collected by and hosted on G2.com.

What do you dislike about Amazon Athena?

What I like the least is that the charge per TB scanned can become quite unpredictable if the queries are not well optimized (for example, when there are no partitions or compression is not used). A simple "SELECT" on a large dataset can turn out to be surprisingly expensive.

Additionally, performance drops significantly with the typical problem of many small files in S3 (small file problem), and that ends up forcing us to add extra compaction processes with AWS Glue to maintain efficiency.

And, finally, it is not the best option for low-latency reports or with high concurrency: in those scenarios, Redshift still performs better. Review collected by and hosted on G2.com.

Chetan M.
CM
Chetan M.
Software Engineer
Enterprise (> 1000 emp.)
"Amazon Athena: Simple, Fast Data Exploration That Saves Money"
4.5/5
What do you like best about Amazon Athena?

Amazon Athena helps us explore and test data easily without having to set up a lot of things. It’s very simple to use, works well with AWS, and delivers faster results. It also saves money, is easy to get started with, and includes smart features that help us use our data better. Review collected by and hosted on G2.com.

What do you dislike about Amazon Athena?

The screen is simple, but it can be confusing for beginners. Query costs can also get high, and performance really depends on how the data is organized. Review collected by and hosted on G2.com.

Chaim and Liora S.
CS
Chaim and Liora S.
Senior Data Engineer
Mid-Market (51-1000 emp.)
"Easy, Fast, and Affordable ANSI SQL with Smooth Language Integrations"
5/5
What do you like best about Amazon Athena?

It's easy to use, very fast performance, uses ANSI SQL, relatively cheap compared to other options and it's easy to integrate with programming languages using libraries. Review collected by and hosted on G2.com.

What do you dislike about Amazon Athena?

It’s harder to monitor performance issues. Since it’s basically file-based on S3, concurrency can also be a problem when using regular tables, especially compared to Iceberg. Review collected by and hosted on G2.com.

Verified User in Telecommunications
IT
Verified User in Telecommunications
Enterprise (> 1000 emp.)
"Straightforward S3 Data Extraction Made Easy"
4/5
What do you like best about Amazon Athena?

It’s been great working with S3 data. I really loved the data extraction feature that uses an S3 bucket—it made pulling the data I needed straightforward. Review collected by and hosted on G2.com.

What do you dislike about Amazon Athena?

I’m not able to use UPDATE statements in Athena, which is a drawback for me. Review collected by and hosted on G2.com.

Atharva P.
AP
Atharva P.
Cloud BI Engineer
Enterprise (> 1000 emp.)
"Streamlined Analytics with Serverless Scalability"
4.5/5
What do you like best about Amazon Athena?

I like that Amazon Athena offers serverless querying directly on data without having to manage any infrastructure. It's very fast to set up, which is ideal for our analytics needs. Review collected by and hosted on G2.com.

What do you dislike about Amazon Athena?

Query cost can increase with large datasets and file formats if they are not optimized properly. Performance tuning also requires careful data organization. Review collected by and hosted on G2.com.

Zoe M.
ZM
Zoe M.
Data & BI Engineer
Mid-Market (51-1000 emp.)
"I work as a Cloud Data Engineer and I use Athena daily."
5/5
What do you like best about Amazon Athena?

It is easy to use Athena, whether you are a tech or a non-tech person. It has a very user-friendly interface, and the thing that I like the most is that you can query many types of source input data. Review collected by and hosted on G2.com.

What do you dislike about Amazon Athena?

I don't find it helpful when I need to query the data and make updates. Review collected by and hosted on G2.com.

Verified User in Banking
UB
Verified User in Banking
Enterprise (> 1000 emp.)
"Athena Makes S3 Data Analysis Fast and Easy"
5/5
What do you like best about Amazon Athena?

Athena is a great fit when I need to run analysis on data stored in S3. Review collected by and hosted on G2.com.

What do you dislike about Amazon Athena?

It is cloud-native with respect to AWS. We need a solution that sits on top of the AWS cloud and also supports a multi-cloud setup. Review collected by and hosted on G2.com.

Milan S.
MS
Milan S.
Senior AI Engineer
Apparel & Fashion
Mid-Market (51-1000 emp.)
Originally submitted 11/12/2023
"A Powerful and Cost-Effective Serverless Query Service for Big Data"
5/5
What do you like best about Amazon Athena?

Amazon Athena is a very powerful serverless solution and it's very cost-effective. I like the user-friendly interface that Athena provides to query data from any table present in the S3. I use Athena to query data almost on a regular basis. The customer support is also very helpful with the queries regarding anything. It was very easy to implement because of the very powerful documentation provided by AWS. Review collected by and hosted on G2.com.

What do you dislike about Amazon Athena?

There are very few things that I don't like about Athena, like occasional lags when querying large datasets, there are also some features missing that could have helped the user a lot. Review collected by and hosted on G2.com.