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concepts/data-pipeline/parser.md

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Dealing with raw strings or unstructured messages is a constant pain; having a structure is highly desired. Ideally we want to set a structure to the incoming data by the Input Plugins as soon as they are collected:
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![](../../.gitbook/assets/logging_pipeline_parser%20%281%29%20%281%29.png)
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![](../../.gitbook/assets/logging_pipeline_parser%20%281%29%20%281%29%20%281%29.png)
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The Parser allows you to convert from unstructured to structured data. As a demonstrative example consider the following Apache \(HTTP Server\) log entry:
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installation/kubernetes.md

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### Configure Fluent Bit
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Assuming the basic volume configuration described above, you can apply the following config to start logging.
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Assuming the basic volume configuration described above, you can apply the following config to start logging. You can visualize this configuration [here](https://link.calyptia.com/gzc)
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```yaml
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fluent-bit.conf: |

pipeline/inputs/tail.md

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### Configuration File
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In your main configuration file append the following _Input_ & _Output_ sections:
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In your main configuration file append the following _Input_ & _Output_ sections. An example visualization can be found [here](https://link.calyptia.com/vg2)
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```python
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[INPUT]
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Match *
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```
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![](../../.gitbook/assets/image%20%286%29.png)
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### Multi-line example
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When using multi-line configuration you need to first specify `Multiline On` in the configuration and use the `Parser_Firstline` and additional parser parameters `Parser_N` if needed. If we are trying to read the following Java Stacktrace as a single event

pipeline/outputs/cloudwatch.md

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# Amazon CloudWatch
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![](../../.gitbook/assets/image%20%282%29.png)
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![](../../.gitbook/assets/image%20%283%29.png)
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The Amazon CloudWatch output plugin allows to ingest your records into the [CloudWatch Logs](https://docs.aws.amazon.com/AmazonCloudWatch/latest/logs/WhatIsCloudWatchLogs.html) service. Support for CloudWatch Metrics is also provided via [EMF](https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/CloudWatch_Embedded_Metric_Format_Specification.html).
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Our images are available in Amazon ECR Public Gallery. You can download images with different tags by following command:
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```
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```text
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docker pull public.ecr.aws/aws-observability/aws-for-fluent-bit:<tag>
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```
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For example, you can pull the image with latest version by:
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```text
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docker pull public.ecr.aws/aws-observability/aws-for-fluent-bit:latest
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```
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If you see errors for image pull limits, try log into public ECR with your AWS credentials:
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```
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```text
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aws ecr-public get-login-password --region us-east-1 | docker login --username AWS --password-stdin public.ecr.aws
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```
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