Handling errors for an SQS event source in Lambda (original) (raw)
To handle errors related to an SQS event source, Lambda automatically uses a retry strategy with a backoff strategy. You can also customize error handling behavior by configuring your SQS event source mapping to return partial batch responses.
Backoff strategy for failed invocations
When an invocation fails, Lambda attempts to retry the invocation while implementing a backoff strategy. The backoff strategy differs slightly depending on whether Lambda encountered the failure due to an error in your function code, or due to throttling.
- If your function code caused the error, Lambda will stop processing and retrying the invocation. In the meantime, Lambda gradually backs off, reducing the amount of concurrency allocated to your Amazon SQS event source mapping. After your queue's visibility timeout runs out, the message will again reappear in the queue.
- If the invocation fails due to throttling, Lambda gradually backs off retries by reducing the amount of concurrency allocated to your Amazon SQS event source mapping. Lambda continues to retry the message until the message's timestamp exceeds your queue's visibility timeout, at which point Lambda drops the message.
Implementing partial batch responses
When your Lambda function encounters an error while processing a batch, all messages in that batch become visible in the queue again by default, including messages that Lambda processed successfully. As a result, your function can end up processing the same message several times.
To avoid reprocessing successfully processed messages in a failed batch, you can configure your event source mapping to make only the failed messages visible again. This is called a partial batch response. To turn on partial batch responses, specify ReportBatchItemFailures
for theFunctionResponseTypes action when configuring your event source mapping. This lets your function return a partial success, which can help reduce the number of unnecessary retries on records.
When ReportBatchItemFailures
is activated, Lambda doesn't scale down message polling when function invocations fail. If you expect some messages to fail—and you don't want those failures to impact the message processing rate—use ReportBatchItemFailures
.
Note
Keep the following in mind when using partial batch responses:
- If your function throws an exception, the entire batch is considered a complete failure.
- If you're using this feature with a FIFO queue, your function should stop processing messages after the first failure and return all failed and unprocessed messages in
batchItemFailures
. This helps preserve the ordering of messages in your queue.
To activate partial batch reporting
- Review the Best practices for implementing partial batch responses.
- Run the following command to activate
ReportBatchItemFailures
for your function. To retrieve your event source mapping's UUID, run the list-event-source-mappings AWS CLI command.
aws lambda update-event-source-mapping \
--uuid "a1b2c3d4-5678-90ab-cdef-11111EXAMPLE" \
--function-response-types "ReportBatchItemFailures"
- Update your function code to catch all exceptions and return failed messages in a
batchItemFailures
JSON response. ThebatchItemFailures
response must include a list of message IDs, asitemIdentifier
JSON values.
For example, suppose you have a batch of five messages, with message IDsid1
,id2
,id3
,id4
, andid5
. Your function successfully processesid1
,id3
, andid5
. To make messagesid2
andid4
visible again in your queue, your function should return the following response:
{
"batchItemFailures": [
{
"itemIdentifier": "id2"
},
{
"itemIdentifier": "id4"
}
]
}
Here are some examples of function code that return the list of failed message IDs in the batch:
.NET
SDK for .NET
Note
There's more on GitHub. Find the complete example and learn how to set up and run in theServerless examples repository.
Reporting SQS batch item failures with Lambda using .NET.
// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
// SPDX-License-Identifier: Apache-2.0
using Amazon.Lambda.Core;
using Amazon.Lambda.SQSEvents;
// Assembly attribute to enable the Lambda function's JSON input to be converted into a .NET class.
[assembly: LambdaSerializer(typeof(Amazon.Lambda.Serialization.SystemTextJson.DefaultLambdaJsonSerializer))]
namespace sqsSample;
public class Function
{
public async Task<SQSBatchResponse> FunctionHandler(SQSEvent evnt, ILambdaContext context)
{
List<SQSBatchResponse.BatchItemFailure> batchItemFailures = new List<SQSBatchResponse.BatchItemFailure>();
foreach(var message in evnt.Records)
{
try
{
//process your message
await ProcessMessageAsync(message, context);
}
catch (System.Exception)
{
//Add failed message identifier to the batchItemFailures list
batchItemFailures.Add(new SQSBatchResponse.BatchItemFailure{ItemIdentifier=message.MessageId});
}
}
return new SQSBatchResponse(batchItemFailures);
}
private async Task ProcessMessageAsync(SQSEvent.SQSMessage message, ILambdaContext context)
{
if (String.IsNullOrEmpty(message.Body))
{
throw new Exception("No Body in SQS Message.");
}
context.Logger.LogInformation($"Processed message {message.Body}");
// TODO: Do interesting work based on the new message
await Task.CompletedTask;
}
}
Go
SDK for Go V2
Note
There's more on GitHub. Find the complete example and learn how to set up and run in theServerless examples repository.
Reporting SQS batch item failures with Lambda using Go.
// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
// SPDX-License-Identifier: Apache-2.0
package main
import (
"context"
"encoding/json"
"fmt"
"github.com/aws/aws-lambda-go/events"
"github.com/aws/aws-lambda-go/lambda"
)
func handler(ctx context.Context, sqsEvent events.SQSEvent) (map[string]interface{}, error) {
batchItemFailures := []map[string]interface{}{}
for _, message := range sqsEvent.Records {
if /* Your message processing condition here */ {
batchItemFailures = append(batchItemFailures, map[string]interface{}{"itemIdentifier": message.MessageId})
}
}
sqsBatchResponse := map[string]interface{}{
"batchItemFailures": batchItemFailures,
}
return sqsBatchResponse, nil
}
func main() {
lambda.Start(handler)
}
Java
SDK for Java 2.x
Note
There's more on GitHub. Find the complete example and learn how to set up and run in theServerless examples repository.
Reporting SQS batch item failures with Lambda using Java.
// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
// SPDX-License-Identifier: Apache-2.0
import com.amazonaws.services.lambda.runtime.Context;
import com.amazonaws.services.lambda.runtime.RequestHandler;
import com.amazonaws.services.lambda.runtime.events.SQSEvent;
import com.amazonaws.services.lambda.runtime.events.SQSBatchResponse;
import java.util.ArrayList;
import java.util.List;
public class ProcessSQSMessageBatch implements RequestHandler<SQSEvent, SQSBatchResponse> {
@Override
public SQSBatchResponse handleRequest(SQSEvent sqsEvent, Context context) {
List<SQSBatchResponse.BatchItemFailure> batchItemFailures = new ArrayList<SQSBatchResponse.BatchItemFailure>();
String messageId = "";
for (SQSEvent.SQSMessage message : sqsEvent.getRecords()) {
try {
//process your message
} catch (Exception e) {
//Add failed message identifier to the batchItemFailures list
batchItemFailures.add(new SQSBatchResponse.BatchItemFailure(message.getMessageId()));
}
}
return new SQSBatchResponse(batchItemFailures);
}
}
JavaScript
SDK for JavaScript (v3)
Note
There's more on GitHub. Find the complete example and learn how to set up and run in theServerless examples repository.
Reporting SQS batch item failures with Lambda using JavaScript.
// Node.js 20.x Lambda runtime, AWS SDK for Javascript V3
export const handler = async (event, context) => {
const batchItemFailures = [];
for (const record of event.Records) {
try {
await processMessageAsync(record, context);
} catch (error) {
batchItemFailures.push({ itemIdentifier: record.messageId });
}
}
return { batchItemFailures };
};
async function processMessageAsync(record, context) {
if (record.body && record.body.includes("error")) {
throw new Error("There is an error in the SQS Message.");
}
console.log(`Processed message: ${record.body}`);
}
Reporting SQS batch item failures with Lambda using TypeScript.
// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
// SPDX-License-Identifier: Apache-2.0
import { SQSEvent, SQSBatchResponse, Context, SQSBatchItemFailure, SQSRecord } from 'aws-lambda';
export const handler = async (event: SQSEvent, context: Context): Promise<SQSBatchResponse> => {
const batchItemFailures: SQSBatchItemFailure[] = [];
for (const record of event.Records) {
try {
await processMessageAsync(record);
} catch (error) {
batchItemFailures.push({ itemIdentifier: record.messageId });
}
}
return {batchItemFailures: batchItemFailures};
};
async function processMessageAsync(record: SQSRecord): Promise<void> {
if (record.body && record.body.includes("error")) {
throw new Error('There is an error in the SQS Message.');
}
console.log(`Processed message ${record.body}`);
}
PHP
SDK for PHP
Note
There's more on GitHub. Find the complete example and learn how to set up and run in theServerless examples repository.
Reporting SQS batch item failures with Lambda using PHP.
// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
// SPDX-License-Identifier: Apache-2.0
<?php
use Bref\Context\Context;
use Bref\Event\Sqs\SqsEvent;
use Bref\Event\Sqs\SqsHandler;
use Bref\Logger\StderrLogger;
require __DIR__ . '/vendor/autoload.php';
class Handler extends SqsHandler
{
private StderrLogger $logger;
public function __construct(StderrLogger $logger)
{
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}
/**
* @throws JsonException
* @throws \Bref\Event\InvalidLambdaEvent
*/
public function handleSqs(SqsEvent <span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>e</mi><mi>v</mi><mi>e</mi><mi>n</mi><mi>t</mi><mo separator="true">,</mo><mi>C</mi><mi>o</mi><mi>n</mi><mi>t</mi><mi>e</mi><mi>x</mi><mi>t</mi></mrow><annotation encoding="application/x-tex">event, Context </annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8778em;vertical-align:-0.1944em;"></span><span class="mord mathnormal">e</span><span class="mord mathnormal" style="margin-right:0.03588em;">v</span><span class="mord mathnormal">e</span><span class="mord mathnormal">n</span><span class="mord mathnormal">t</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.1667em;"></span><span class="mord mathnormal" style="margin-right:0.07153em;">C</span><span class="mord mathnormal">o</span><span class="mord mathnormal">n</span><span class="mord mathnormal">t</span><span class="mord mathnormal">e</span><span class="mord mathnormal">x</span><span class="mord mathnormal">t</span></span></span></span>context): void
{
$this->logger->info("Processing SQS records");
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foreach ($records as $record) {
try {
// Assuming the SQS message is in JSON format
<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>m</mi><mi>e</mi><mi>s</mi><mi>s</mi><mi>a</mi><mi>g</mi><mi>e</mi><mo>=</mo><mi>j</mi><mi>s</mi><mi>o</mi><msub><mi>n</mi><mi>d</mi></msub><mi>e</mi><mi>c</mi><mi>o</mi><mi>d</mi><mi>e</mi><mo stretchy="false">(</mo></mrow><annotation encoding="application/x-tex">message = json_decode(</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.625em;vertical-align:-0.1944em;"></span><span class="mord mathnormal">m</span><span class="mord mathnormal">ess</span><span class="mord mathnormal">a</span><span class="mord mathnormal" style="margin-right:0.03588em;">g</span><span class="mord mathnormal">e</span><span class="mspace" style="margin-right:0.2778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal" style="margin-right:0.05724em;">j</span><span class="mord mathnormal">so</span><span class="mord"><span class="mord mathnormal">n</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3361em;"><span style="top:-2.55em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">d</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mord mathnormal">eco</span><span class="mord mathnormal">d</span><span class="mord mathnormal">e</span><span class="mopen">(</span></span></span></span>record->getBody(), true);
<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>t</mi><mi>h</mi><mi>i</mi><mi>s</mi><mo>−</mo><mo>></mo><mi>l</mi><mi>o</mi><mi>g</mi><mi>g</mi><mi>e</mi><mi>r</mi><mo>−</mo><mo>></mo><mi>i</mi><mi>n</mi><mi>f</mi><mi>o</mi><mo stretchy="false">(</mo><mi>j</mi><mi>s</mi><mi>o</mi><msub><mi>n</mi><mi>e</mi></msub><mi>n</mi><mi>c</mi><mi>o</mi><mi>d</mi><mi>e</mi><mo stretchy="false">(</mo></mrow><annotation encoding="application/x-tex">this->logger->info(json_encode(</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7778em;vertical-align:-0.0833em;"></span><span class="mord mathnormal">t</span><span class="mord mathnormal">hi</span><span class="mord mathnormal">s</span><span class="mord">−</span><span class="mspace" style="margin-right:0.2778em;"></span><span class="mrel">></span><span class="mspace" style="margin-right:0.2778em;"></span></span><span class="base"><span class="strut" style="height:0.8889em;vertical-align:-0.1944em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">o</span><span class="mord mathnormal" style="margin-right:0.03588em;">gg</span><span class="mord mathnormal" style="margin-right:0.02778em;">er</span><span class="mord">−</span><span class="mspace" style="margin-right:0.2778em;"></span><span class="mrel">></span><span class="mspace" style="margin-right:0.2778em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal">in</span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mord mathnormal">o</span><span class="mopen">(</span><span class="mord mathnormal" style="margin-right:0.05724em;">j</span><span class="mord mathnormal">so</span><span class="mord"><span class="mord mathnormal">n</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.1514em;"><span style="top:-2.55em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">e</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mord mathnormal">n</span><span class="mord mathnormal">co</span><span class="mord mathnormal">d</span><span class="mord mathnormal">e</span><span class="mopen">(</span></span></span></span>message));
// TODO: Implement your custom processing logic here
} catch (Exception $e) {
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// failed processing the record
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}
}
<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>t</mi><mi>o</mi><mi>t</mi><mi>a</mi><mi>l</mi><mi>R</mi><mi>e</mi><mi>c</mi><mi>o</mi><mi>r</mi><mi>d</mi><mi>s</mi><mo>=</mo><mi>c</mi><mi>o</mi><mi>u</mi><mi>n</mi><mi>t</mi><mo stretchy="false">(</mo></mrow><annotation encoding="application/x-tex">totalRecords = count(</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.6944em;"></span><span class="mord mathnormal">t</span><span class="mord mathnormal">o</span><span class="mord mathnormal">t</span><span class="mord mathnormal">a</span><span class="mord mathnormal" style="margin-right:0.00773em;">lR</span><span class="mord mathnormal" style="margin-right:0.02778em;">ecor</span><span class="mord mathnormal">d</span><span class="mord mathnormal">s</span><span class="mspace" style="margin-right:0.2778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal">co</span><span class="mord mathnormal">u</span><span class="mord mathnormal">n</span><span class="mord mathnormal">t</span><span class="mopen">(</span></span></span></span>records);
<span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>t</mi><mi>h</mi><mi>i</mi><mi>s</mi><mo>−</mo><mo>></mo><mi>l</mi><mi>o</mi><mi>g</mi><mi>g</mi><mi>e</mi><mi>r</mi><mo>−</mo><mo>></mo><mi>i</mi><mi>n</mi><mi>f</mi><mi>o</mi><mo stretchy="false">(</mo><mi mathvariant="normal">"</mi><mi>S</mi><mi>u</mi><mi>c</mi><mi>c</mi><mi>e</mi><mi>s</mi><mi>s</mi><mi>f</mi><mi>u</mi><mi>l</mi><mi>l</mi><mi>y</mi><mi>p</mi><mi>r</mi><mi>o</mi><mi>c</mi><mi>e</mi><mi>s</mi><mi>s</mi><mi>e</mi><mi>d</mi></mrow><annotation encoding="application/x-tex">this->logger->info("Successfully processed </annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7778em;vertical-align:-0.0833em;"></span><span class="mord mathnormal">t</span><span class="mord mathnormal">hi</span><span class="mord mathnormal">s</span><span class="mord">−</span><span class="mspace" style="margin-right:0.2778em;"></span><span class="mrel">></span><span class="mspace" style="margin-right:0.2778em;"></span></span><span class="base"><span class="strut" style="height:0.8889em;vertical-align:-0.1944em;"></span><span class="mord mathnormal" style="margin-right:0.01968em;">l</span><span class="mord mathnormal">o</span><span class="mord mathnormal" style="margin-right:0.03588em;">gg</span><span class="mord mathnormal" style="margin-right:0.02778em;">er</span><span class="mord">−</span><span class="mspace" style="margin-right:0.2778em;"></span><span class="mrel">></span><span class="mspace" style="margin-right:0.2778em;"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em;"></span><span class="mord mathnormal">in</span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mord mathnormal">o</span><span class="mopen">(</span><span class="mord">"</span><span class="mord mathnormal" style="margin-right:0.05764em;">S</span><span class="mord mathnormal">u</span><span class="mord mathnormal">ccess</span><span class="mord mathnormal" style="margin-right:0.10764em;">f</span><span class="mord mathnormal">u</span><span class="mord mathnormal" style="margin-right:0.01968em;">ll</span><span class="mord mathnormal" style="margin-right:0.03588em;">y</span><span class="mord mathnormal">p</span><span class="mord mathnormal">rocesse</span><span class="mord mathnormal">d</span></span></span></span>totalRecords SQS records");
}
}
$logger = new StderrLogger();
return new Handler($logger);
Python
SDK for Python (Boto3)
Note
There's more on GitHub. Find the complete example and learn how to set up and run in theServerless examples repository.
Reporting SQS batch item failures with Lambda using Python.
# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
# SPDX-License-Identifier: Apache-2.0
def lambda_handler(event, context):
if event:
batch_item_failures = []
sqs_batch_response = {}
for record in event["Records"]:
try:
# process message
except Exception as e:
batch_item_failures.append({"itemIdentifier": record['messageId']})
sqs_batch_response["batchItemFailures"] = batch_item_failures
return sqs_batch_response
Ruby
SDK for Ruby
Note
There's more on GitHub. Find the complete example and learn how to set up and run in theServerless examples repository.
Reporting SQS batch item failures with Lambda using Ruby.
# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
# SPDX-License-Identifier: Apache-2.0
require 'json'
def lambda_handler(event:, context:)
if event
batch_item_failures = []
sqs_batch_response = {}
event["Records"].each do |record|
begin
# process message
rescue StandardError => e
batch_item_failures << {"itemIdentifier" => record['messageId']}
end
end
sqs_batch_response["batchItemFailures"] = batch_item_failures
return sqs_batch_response
end
end
Rust
SDK for Rust
Note
There's more on GitHub. Find the complete example and learn how to set up and run in theServerless examples repository.
Reporting SQS batch item failures with Lambda using Rust.
// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
// SPDX-License-Identifier: Apache-2.0
use aws_lambda_events::{
event::sqs::{SqsBatchResponse, SqsEvent},
sqs::{BatchItemFailure, SqsMessage},
};
use lambda_runtime::{run, service_fn, Error, LambdaEvent};
async fn process_record(_: &SqsMessage) -> Result<(), Error> {
Err(Error::from("Error processing message"))
}
async fn function_handler(event: LambdaEvent<SqsEvent>) -> Result<SqsBatchResponse, Error> {
let mut batch_item_failures = Vec::new();
for record in event.payload.records {
match process_record(&record).await {
Ok(_) => (),
Err(_) => batch_item_failures.push(BatchItemFailure {
item_identifier: record.message_id.unwrap(),
}),
}
}
Ok(SqsBatchResponse {
batch_item_failures,
})
}
#[tokio::main]
async fn main() -> Result<(), Error> {
run(service_fn(function_handler)).await
}
If the failed events do not return to the queue, see How do I troubleshoot Lambda function SQS ReportBatchItemFailures? in the AWS Knowledge Center.
Success and failure conditions
Lambda treats a batch as a complete success if your function returns any of the following:
- An empty
batchItemFailures
list - A null
batchItemFailures
list - An empty
EventResponse
- A null
EventResponse
Lambda treats a batch as a complete failure if your function returns any of the following:
- An invalid JSON response
- An empty string
itemIdentifier
- A null
itemIdentifier
- An
itemIdentifier
with a bad key name - An
itemIdentifier
value with a message ID that doesn't exist
CloudWatch metrics
To determine whether your function is correctly reporting batch item failures, you can monitor theNumberOfMessagesDeleted
and ApproximateAgeOfOldestMessage
Amazon SQS metrics in Amazon CloudWatch.
NumberOfMessagesDeleted
tracks the number of messages removed from your queue. If this drops to 0, this is a sign that your function response is not correctly returning failed messages.ApproximateAgeOfOldestMessage
tracks how long the oldest message has stayed in your queue. A sharp increase in this metric can indicate that your function is not correctly returning failed messages.