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Amazon Web Services
docs.aws.amazon.com โ€บ aws lambda โ€บ developer guide โ€บ understanding lambda function scaling
Understanding Lambda function scaling - AWS Lambda
Both reserved concurrency and provisioned concurrency count towards your account concurrency limit and Regional quotas. In other words, allocating reserved and provisioned concurrency can impact the concurrency pool that's available to other functions. Configuring provisioned concurrency incurs ...
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AWS
aws.amazon.com โ€บ blogs โ€บ compute โ€บ managing-aws-lambda-function-concurrency
Managing AWS Lambda Function Concurrency | Amazon Web Services
December 11, 2017 - With the reservation set to zero every invocation of a Lambda function results in being throttled. You could then work on the related parts of the infrastructure or application that arenโ€™t working, and then reconfigure the concurrency limit ...
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Amazon Web Services
docs.aws.amazon.com โ€บ aws lambda โ€บ developer guide โ€บ understanding lambda function scaling
Scaling and concurrency in Lambda
Both reserved concurrency and provisioned concurrency count towards your account concurrency limit and Regional quotas. In other words, allocating reserved and provisioned concurrency can impact the concurrency pool that's available to other functions. Configuring provisioned concurrency incurs ...
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Sedai
sedai.io โ€บ blog โ€บ under-standing-aws-lambda-concurrency
AWS Lambda Concurrency Explained: Setup & Optimization | Sedai
Source: All you need to know about AWS Lambda concurrent execution ยท AWS Lambda offers two primary types of concurrency controls to help manage and optimize the performance of your functions: reserved concurrency and provisioned concurrency.
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Serverless
serverless.com โ€บ blog โ€บ aws-lambda-provisioned-concurrency
Provisioned Concurrency: What it is and how to use it with the Serverless Framework
It was a little difficult to exactly control how many warm instances you wanted simultaneously and you then had to execute the Lambda you wanted with some kind of branching logic that determined whether this was a warm up execution or an actual execution. It was rather ugly. But it helped folks step past the cold start issues to some degree. However, AWS has now launched Provisioned Concurrency as a feature.
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AWS
aws.amazon.com โ€บ blogs โ€บ compute โ€บ operating-lambda-application-design-scaling-and-concurrency-part-2
Operating Lambda: Application design โ€“ Scaling and concurrency: Part 2 | AWS Compute Blog
February 15, 2021 - Lambda functions in a single AWS account in one Region share the concurrency limit. If one function exceeds the concurrent limit, this prevents other functions from being invoked by the Lambda service.
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Lumigo
lumigo.io โ€บ guides โ€บ aws lambda performance optimization โ€บ aws lambda concurrency
AWS Lambda Concurrency - Lumigo
August 21, 2024 - However, if the function is invoked while the request is still being processed, Lambda allocates another instance โ€“ and this increases the concurrency of the function. The total concurrency of all functions in an AWS account is subject to ...
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Amazon Web Services
docs.aws.amazon.com โ€บ aws lambda โ€บ developer guide โ€บ understanding lambda function scaling โ€บ configuring provisioned concurrency for a function
Configuring provisioned concurrency for a function - AWS Lambda
For functions using provisioned concurrency, Lambda runs any initialization code, such as loading libraries and instantiating clients, during allocation time. Therefore, it's advisable to move as much initialization outside of the main function handler to avoid impacting latency during actual function invocations...
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AWS
aws.amazon.com โ€บ blogs โ€บ aws โ€บ new-provisioned-concurrency-for-lambda-functions
New โ€“ Provisioned Concurrency for Lambda Functions | AWS News Blog
November 3, 2022 - As more mission critical applications ... launching Provisioned Concurrency, a feature that keeps functions initialized and hyper-ready to respond in double-digit milliseconds....
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Adveng
adveng.com โ€บ home โ€บ understanding aws lambda concurrency
Understanding AWS Lambda Concurrency | Advanced Engineering, Inc.
August 10, 2023 - AWS Lambda stands as a powerful tool for executing code without the burden of server provisioning or management. However, as applications scale and traffic surges, managing the concurrent execution of Lambda functions becomes critical. Running Lambda at scale is a balancing act between the ...
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Medium
medium.com โ€บ nerd-for-tech โ€บ aws-lambda-concurrency-9eeb76af889b
AWS Lambda Concurrency. What Is AWS Lambda Concurrency? | by Chamith Madusanka | Nerd For Tech | Medium
December 20, 2024 - If a new invocation occurs while the function is still processing, Lambda provisions another instance, increasing the functionโ€™s concurrency. The total concurrency across all functions in an AWS account is limited by a per-region quota.
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Caylent
caylent.com โ€บ blog โ€บ use-concurrency-on-aws-lambda-to-maximize-performance
Use Concurrency on AWS Lambda to Maximize Performance | Caylent
The best-case scenario for achieving concurrency from the post office example is exactly how Lambda operates. This is done in the context that multiple requests for a Lambda function can execute multiple instances of that single function in parallel. For example, as shown in the image below, if there are multiple requests for the Lambda function, AWS will automatically provision new environments to execute the required number of concurrent Lambda functions.
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AWS
aws.amazon.com โ€บ blogs โ€บ compute โ€บ introducing-maximum-concurrency-of-aws-lambda-functions-when-using-amazon-sqs-as-an-event-source
Introducing maximum concurrency of AWS Lambda functions when using Amazon SQS as an event source | Amazon Web Services
January 20, 2023 - When used together, the Lambda function can have its own allocated capacity (reserved concurrency), while being able to control the throughput for each event source (maximum concurrency).
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InfoQ
infoq.com โ€บ news โ€บ 2023 โ€บ 01 โ€บ aws-lambda-sqs-concurrency
AWS Lambda Now Supports Maximum Concurrency for SQS as Event Source - InfoQ
January 28, 2023 - Setting the Maximum Concurrency, developers can determine the concurrency of the functions processing messages in individual SQS queues, simplifying the scalability of serverless applications.
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CloudySave
cloudysave.com โ€บ knowledge-base โ€บ aws-lambda-reserved-concurrency
AWS Lambda Reserved Concurrency
October 13, 2020 - โ€“ First ly, we will be able to restrict the bad impact of Lambda functions on downstream systems. For now, itโ€™s possible to allow 10 instances of a Lambda function to run, so as to load-protect the database which this function utilizes.
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How-To Geek
howtogeek.com โ€บ home โ€บ cloud โ€บ should you use provisioned concurrency for aws lambda functions?
Should You Use Provisioned Concurrency for AWS Lambda Functions?
July 7, 2023 - The primary number to worry about for provisioned concurrency is the number of function executions running at the same time. For example, if you have a function that is called ten times per second, and each call lasts 500ms, that function will ...
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AWS
aws.amazon.com โ€บ blogs โ€บ compute โ€บ investigating-spikes-in-aws-lambda-function-concurrency
Investigating spikes in AWS Lambda function concurrency | Amazon Web Services
January 25, 2023 - As mentioned in an earlier post, a key benefit of serverless applications is the ease with which they can scale to meet traffic demands or requests. AWS Lambda is at the core of this platform. Although this flexibility is hugely beneficial for our customers, sometimes an errant bit of code or upstream scaling can lead to spikes in concurrency.
Top answer
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At first, **YES, you're right**, you should think about your lambda function as "single request = single thread-safe stateless lambda". Such paradigm of thinking force us, engineers, to detach compute from data (state), scale each of it independently, avoid shared state, side effects, and at the end โ€“ reach high level of parallelism avoiding hard-to-debug pitfals of parallel programming. Regarding the second half of your question: the real beauty of the AWS Lambda is that it allows to move away from thinking about low-level concepts as CPUs utilization and IO-waiting time, and focus only only on the "business logic" and what exactly you want to achieve with your code. (and of course ,internally, AWS Lambda doing quite extensive under-the-hood optimization to avoid wasting of resources) So technically you can, run own event loop inside single lambda call and handle multiple request within each lambda call. However I would call it an anti-pattern and a maybe sign, that you might not need Lambda here at all. I would recommend simply to give it a try, and don't think too much about underneath resources optimization. Also, if I am not mistaken, the default lambda reserved concurrency is 1000, so should be enough to experiment with high traffic.
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Lambda functions run in run-time environments, each instance in its own environment. Each instance can handle a single request at a time. There is no way to route multiple requests to a single instance at the same time. Saying that, there are event sources that support batching, e.g., SQS, Kinesis Data Streams, etc. For those event sources you could configure the function to be invoked for multiple events and then you can handle them within a single invocation and better utilize the CPU and reduce the cost for IO intensive workloads. If your workload can be asynchronous, consider using this method (e.g., if the request is received from API gateway don't invoke the function directly but rather send it to SQS and then invoke the function using batching.