Generate CloudWatch Metrics embedded within structured log events. The embedded metrics will be extracted so you can visualize and alarm on them for real-time incident detection. This allows you to monitor aggregated values while preserving the detailed event context that generated them.
-
Generate custom metrics across compute environments
- Easily generate custom metrics from Lambda functions without requiring custom batching code, making blocking network requests or relying on 3rd party software.
- Other compute environments (EC2, On-prem, ECS, EKS, and other container environments) are supported by installing the CloudWatch Agent.
- Examples can be found in examples/README.md
-
Linking metrics to high cardinality context
Using the Embedded Metric Format, you will be able to visualize and alarm on custom metrics, but also retain the original, detailed and high-cardinality context which is queryable using CloudWatch Logs Insights. For example, the library automatically injects environment metadata such as Lambda Function version, EC2 instance and image ids into the structured log event data.
- Using the CLI:
dotnet add package Amazon.CloudWatch.EMFTo get a metric logger, you can instantiate it like so.
MetricsLogger implements IDisposable.
When the logger is disposed, it will write the metrics to the configured sink.
using (var logger = new MetricsLogger()) {
logger.SetNamespace("Canary");
var dimensionSet = new DimensionSet();
dimensionSet.AddDimension("Service", "aggregator");
logger.SetDimensions(dimensionSet);
logger.PutMetric("ProcessingLatency", 100, Unit.MILLISECONDS,StorageResolution.STANDARD);
logger.PutMetric("Memory.HeapUsed", "1600424.0", Unit.BYTES, StorageResolution.HIGH);
logger.PutProperty("RequestId", "422b1569-16f6-4a03-b8f0-fe3fd9b100f8");
}In any environment, other than AWS Lambda, we recommend running an out-of-process agent (the CloudWatch Agent or FireLens / Fluent-Bit) to collect the EMF events.
When using an out-of-process agent, this package will buffer the data asynchronously in process to handle any transient communication issues with the agent.
This means that when the MetricsLogger gets flushed, data may not be safely persisted yet.
To gracefully shutdown the environment, you can call shutdown on the environment's sink.
This is an async call that should be awaited. A full example can be found in the examples directory.
var configuration = new Configuration
{
ServiceName = "DemoApp",
ServiceType = "ConsoleApp",
LogGroupName = "DemoApp",
EnvironmentOverride = Environments.EC2
};
var environment = new DefaultEnvironment(configuration);
using (var logger = new MetricsLogger()) {
logger.SetNamespace("Canary");
var dimensionSet = new DimensionSet();
dimensionSet.AddDimension("Service", "aggregator");
logger.SetDimensions(dimensionSet);
logger.PutMetric("ProcessingLatency", 100, Unit.MILLISECONDS);
logger.PutMetric("Memory.HeapUsed", "1600424.0", Unit.BYTES, StorageResolution.HIGH);
logger.PutProperty("RequestId", "422b1569-16f6-4a03-b8f0-fe3fd9b100f8");
}
await environment.Sink.Shutdown();We offer a helper package for ASP.Net Core applications that can be used to simplify the onboarding process and provide default metrics.
See the example in examples/Amazon.CloudWatch.EMF.Examples.Web to create a logger that is hooked into the dependency injection framework and provides default metrics for each request. By adding some code to your Startup.cs file, you can get default metrics like the following. And of course, you can also emit additional custom metrics from your Controllers.
- Add the configuration to your Startup file.
public void ConfigureServices(IServiceCollection services) {
// Add the necessary services. After this is done, you will have the
// IMetricsLogger available for dependency injection in your
// controllers
services.AddEmf();
}- Add middleware to add default metrics and metadata to each request.
public void Configure(IApplicationBuilder app, IWebHostEnvironment env)
{
// Add middleware which will set metric dimensions based on the request routing
app.UseEmfMiddleware();
}▶ cd examples/Amazon.CloudWatch.EMF.Web
▶ export AWS_EMF_ENVIRONMENT=Local
▶ dotnet run▶ curl http://localhost:5000{"TraceId":"0HM6EKOBA2CPJ:00000001","Path":"/","StatusCode":"404"}▶ curl http://localhost:5000/weatherForecast{
"_aws": {
"Timestamp": 1617649416374,
"CloudWatchMetrics": [
{
"Namespace": "WeatherApp",
"Metrics": [
{ "Name": "Temperature", "Unit": "None" },
{ "Name": "Time", "Unit": "Milliseconds" }
],
"Dimensions": [
[ "Controller", "Action" ],
[ "Controller", "Action", "StatusCode" ]
]
}
]
},
"TraceId": "|f6eec800-4652f86aef0c7219.",
"Path": "/WeatherForecast",
"Controller": "WeatherForecast",
"Action": "Get",
"StatusCode": "200",
"Temperature": -10,
"Time": 189
}The MetricsLogger is the interface you will use to publish embedded metrics.
- MetricsLogger PutMetric(string key, double value)
- MetricsLogger PutMetric(string key, double value, Unit unit)
- MetricsLogger PutMetric(string key, double value, StorageResolution storageResolution)
- MetricsLogger PutMetric(string key, double value, Unit unit, StorageResolution storageResolution)
Adds a new metric to the current logger context. Multiple metrics using the same key will be appended to an array of values. Multiple metrics cannot have the same key but different storage resolutions. Same metric cannot have different storage resolutions otherwise a InvalidMetricException will be thrown. The Embedded Metric Format supports a maxumum of 100 metrics per key.
Metrics must meet CloudWatch Metrics requirements, otherwise a InvalidMetricException will be thrown. See MetricDatum for valid values.
An OPTIONAL value representing the storage resolution for the corresponding metric. Setting this to High specifies this metric as a high-resolution metric, so that CloudWatch stores the metric with sub-minute resolution down to one second. Setting this to Standard specifies this metric as a standard-resolution metric, which CloudWatch stores at 1-minute resolution. If a value is not provided, then a default value of Standard is assumed. See Cloud Watch High-Resolution metrics
Example:
// Standard Resolution Example
logger.PutMetric("ProcessingLatency", 101, Unit.MILLISECONDS);
// High Resolution Example
logger.PutMetric("Memory.HeapUsed", "1600424.0", Unit.BYTES, StorageResolution.HIGH);- MetricsLogger PutProperty(string key, object value)
Adds or updates the value for a given property on this context. This value is not submitted to CloudWatch Metrics but is searchable by CloudWatch Logs Insights. This is useful for contextual and potentially high-cardinality data that is not appropriate for CloudWatch Metrics dimensions.
Example:
logger.PutProperty("AccountId", "123456789");
logger.PutProperty("RequestId", "422b1569-16f6-4a03-b8f0-fe3fd9b100f8");
Dictionary<string, object> payLoad = new Dictionary<string, object>
{
{ "sampleTime", 123456789 },
{ "temperature", 273.0 },
{ "pressure", 101.3 }
};
logger.PutProperty("Payload", payLoad);- MetricsLogger PutDimensions(DimensionSet dimensions)
Adds a new set of dimensions that will be associated with all metric values.
WARNING: Each dimension set will result in a new CloudWatch metric (even dimension sets with the same values).
If the cardinality of a particular value is expected to be high, you should consider
using setProperty instead.
Dimensions must meet CloudWatch Dimensions requirements, otherwise a InvalidDimensionException will be thrown. See Dimensions for valid values.
Example:
DimensionSet dimensionSet = new DimensionSet();
dimensionSet.AddDimension("Service", "Aggregator");
dimensionSet.AddDimension("Region", "us-west-2");
logger.PutDimensions(dimensionSet);- MetricsLogger SetDimensions(params DimensionSet[] dimensionSets)
- MetricsLogger SetDimensions(bool useDefault, params DimensionSet[] dimensionSets)
Explicitly override all dimensions. This will remove the default dimensions unless useDefault is set to true.
WARNING:Each dimension set will result in a new CloudWatch metric (even dimension sets with the same values).
If the cardinality of a particular value is expected to be high, you should consider
using setProperty instead.
Dimensions must meet CloudWatch Dimensions requirements, otherwise a InvalidDimensionException will be thrown. See Dimensions for valid values.
Examples:
DimensionSet dimensionSet = new DimensionSet();
dimensionSet.AddDimension("Service", "Aggregator");
dimensionSet.AddDimension("Region", "us-west-2");
logger.SetDimensions(true, dimensionSet); // Will preserve default dimensionsDimensionSet dimensionSet = new DimensionSet();
dimensionSet.AddDimension("Service", "Aggregator");
dimensionSet.AddDimension("Region", "us-west-2");
logger.SetDimensions(dimensionSet); // Will remove default dimensions- MetricsLogger ResetDimensions(bool useDefault)
Explicitly clear all custom dimensions. Set useDefault to true to keep using the default dimensions.
- MetricsLogger SetNamespace(string logNamespace)
Sets the CloudWatch namespace that extracted metrics should be published to. If not set, a default value of aws-embedded-metrics will be used.
Namespaces must meet CloudWatch Namespace requirements, otherwise a InvalidNamespaceException will be thrown. See Namespace for valid values.
Example:
logger.SetNamespace("MyApplication")- MetricsLogger SetTimestamp(DateTime dateTime)
Sets the timestamp of the metrics. If not set, the current time of the client will be used.
Timestamp must meet CloudWatch requirements, otherwise a InvalidTimestampException will be thrown. See Timestamps for valid values.
Example:
logger.SetTimestamp(DateTime.Now);- Flush()
Flushes the current MetricsContext to the configured sink and resets all properties and metric values. The namespace and default dimensions will be preserved across flushes. Custom dimensions are preserved by default, but this behavior can be changed by setting FlushPreserveDimensions = false on the metrics logger.
Examples:
flush(); // default dimensions and custom dimensions will be preserved after each flush()logger.FlushPreserveDimensions = false;
flush(); // only default dimensions will be preserved after each flush()logger.FlushPreserveDimensions = false;
logger.ResetDimensions(false); // default dimensions are disabled; no dimensions will be preserved after each flush()
logger.Flush();