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Quickstart: Service-to-service resiliency
Observe Dapr resiliency capabilities by simulating a system failure. In this Quickstart, you will:
- Run two microservice applications:
checkout
andorder-processor
.checkout
will continuously make Dapr service invocation requests toorder-processor
. - Trigger the resiliency spec by simulating a system failure.
- Remove the failure to allow the microservice application to recover.
Select your preferred language-specific Dapr SDK before proceeding with the Quickstart.
Pre-requisites
For this example, you will need:
Step 1: Set up the environment
Clone the sample provided in the Quickstarts repo.
git clone https://github.com/dapr/quickstarts.git
Step 2: Run order-processor
service
In a terminal window, from the root of the Quickstart directory, navigate to order-processor
directory.
cd service_invocation/python/http/order-processor
Install dependencies:
pip3 install -r requirements.txt
Run the order-processor
service alongside a Dapr sidecar.
dapr run --app-port 8001 --app-id order-processor --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3501 -- python3 app.py
Step 3: Run the checkout
service application
In a new terminal window, from the root of the Quickstart directory, navigate to the checkout
directory.
cd service_invocation/python/http/checkout
Install dependencies:
pip3 install -r requirements.txt
Run the checkout
service alongside a Dapr sidecar.
dapr run --app-id checkout --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3500 -- python3 app.py
The Dapr sidecar then loads the resiliency spec located in the resources directory:
apiVersion: dapr.io/v1alpha1
kind: Resiliency
metadata:
name: myresiliency
scopes:
- checkout
spec:
policies:
retries:
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
Step 4: View the Service Invocation outputs
When both services and sidecars are running, notice how orders are passed from the checkout
service to the order-processor
service using Dapr service invoke.
checkout
service output:
== APP == Order passed: {"orderId": 1}
== APP == Order passed: {"orderId": 2}
== APP == Order passed: {"orderId": 3}
== APP == Order passed: {"orderId": 4}
order-processor
service output:
== APP == Order received: {"orderId": 1}
== APP == Order received: {"orderId": 2}
== APP == Order received: {"orderId": 3}
== APP == Order received: {"orderId": 4}
Step 5: Introduce a fault
Simulate a fault by stopping the order-processor
service. Once the instance is stopped, service invoke operations from the checkout
service begin to fail.
Since the resiliency.yaml
spec defines the order-processor
service as a resiliency target, all failed requests will apply retry and circuit breaker policies:
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
In the order-processor
window, stop the service:
CTRL + C
Once the first request fails, the retry policy titled retryForever
is applied:
INFO[0005] Error processing operation endpoint[order-processor, order-processor:orders]. Retrying...
Retries will continue for each failed request indefinitely, in 5 second intervals.
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
Once 5 consecutive retries have failed, the circuit breaker policy, simpleCB
, is tripped and the breaker opens, halting all requests:
INFO[0025] Circuit breaker "order-processor:orders" changed state from closed to open
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
After 5 seconds has surpassed, the circuit breaker will switch to a half-open state, allowing one request through to verify if the fault has been resolved. If the request continues to fail, the circuit will trip back to the open state.
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
This half-open/open behavior will continue for as long as the order-processor
service is stopped.
Step 6: Remove the fault
Once you restart the order-processor
service, the application will recover seamlessly, picking up where it left off with accepting order requests.
In the order-processor
service terminal, restart the application:
dapr run --app-port 8001 --app-id order-processor --app-protocol http --dapr-http-port 3501 -- python3 app.py
checkout
service output:
== APP == Order passed: {"orderId": 5}
== APP == Order passed: {"orderId": 6}
== APP == Order passed: {"orderId": 7}
== APP == Order passed: {"orderId": 8}
== APP == Order passed: {"orderId": 9}
== APP == Order passed: {"orderId": 10}
order-processor
service output:
== APP == Order received: {"orderId": 5}
== APP == Order received: {"orderId": 6}
== APP == Order received: {"orderId": 7}
== APP == Order received: {"orderId": 8}
== APP == Order received: {"orderId": 9}
== APP == Order received: {"orderId": 10}
Pre-requisites
For this example, you will need:
Step 1: Set up the environment
Clone the sample provided in the Quickstarts repo.
git clone https://github.com/dapr/quickstarts.git
Step 2: Run the order-processor
service
In a terminal window, from the root of the Quickstart directory,
navigate to order-processor
directory.
cd service_invocation/javascript/http/order-processor
Install dependencies:
npm install
Run the order-processor
service alongside a Dapr sidecar.
dapr run --app-port 5001 --app-id order-processor --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3501 -- npm start
Step 3: Run the checkout
service application
In a new terminal window, from the root of the Quickstart directory,
navigate to the checkout
directory.
cd service_invocation/javascript/http/checkout
Install dependencies:
npm install
Run the checkout
service alongside a Dapr sidecar.
dapr run --app-id checkout --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3500 -- npm start
The Dapr sidecar then loads the resiliency spec located in the resources directory:
apiVersion: dapr.io/v1alpha1
kind: Resiliency
metadata:
name: myresiliency
scopes:
- checkout
spec:
policies:
retries:
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
Step 4: View the Service Invocation outputs
When both services and sidecars are running, notice how orders are passed from the checkout
service to the order-processor
service using Dapr service invoke.
checkout
service output:
== APP == Order passed: {"orderId": 1}
== APP == Order passed: {"orderId": 2}
== APP == Order passed: {"orderId": 3}
== APP == Order passed: {"orderId": 4}
order-processor
service output:
== APP == Order received: {"orderId": 1}
== APP == Order received: {"orderId": 2}
== APP == Order received: {"orderId": 3}
== APP == Order received: {"orderId": 4}
Step 5: Introduce a fault
Simulate a fault by stopping the order-processor
service. Once the instance is stopped, service invoke operations from the checkout
service begin to fail.
Since the resiliency.yaml
spec defines the order-processor
service as a resiliency target, all failed requests will apply retry and circuit breaker policies:
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
In the order-processor
window, stop the service:
CMD + C
CTRL + C
Once the first request fails, the retry policy titled retryForever
is applied:
INFO[0005] Error processing operation endpoint[order-processor, order-processor:orders]. Retrying...
Retries will continue for each failed request indefinitely, in 5 second intervals.
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
Once 5 consecutive retries have failed, the circuit breaker policy, simpleCB
, is tripped and the breaker opens, halting all requests:
INFO[0025] Circuit breaker "order-processor:orders" changed state from closed to open
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
After 5 seconds has surpassed, the circuit breaker will switch to a half-open state, allowing one request through to verify if the fault has been resolved. If the request continues to fail, the circuit will trip back to the open state.
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
This half-open/open behavior will continue for as long as the Redis container is stopped.
Step 6: Remove the fault
Once you restart the order-processor
service, the application will recover seamlessly, picking up where it left off.
In the order-processor
service terminal, restart the application:
dapr run --app-port 5001 --app-id order-processor --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3501 -- npm start
checkout
service output:
== APP == Order passed: {"orderId": 5}
== APP == Order passed: {"orderId": 6}
== APP == Order passed: {"orderId": 7}
== APP == Order passed: {"orderId": 8}
== APP == Order passed: {"orderId": 9}
== APP == Order passed: {"orderId": 10}
order-processor
service output:
== APP == Order received: {"orderId": 5}
== APP == Order received: {"orderId": 6}
== APP == Order received: {"orderId": 7}
== APP == Order received: {"orderId": 8}
== APP == Order received: {"orderId": 9}
== APP == Order received: {"orderId": 10}
Pre-requisites
For this example, you will need:
Step 1: Set up the environment
Clone the sample provided in the Quickstarts repo.
git clone https://github.com/dapr/quickstarts.git
Step 2: Run the order-processor
service
In a terminal window, from the root of the Quickstart directory,
navigate to order-processor
directory.
cd service_invocation/csharp/http/order-processor
Install dependencies:
dotnet restore
dotnet build
Run the order-processor
service alongside a Dapr sidecar.
dapr run --app-port 7001 --app-id order-processor --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3501 -- dotnet run
Step 3: Run the checkout
service application
In a new terminal window, from the root of the Quickstart directory,
navigate to the checkout
directory.
cd service_invocation/csharp/http/checkout
Install dependencies:
dotnet restore
dotnet build
Run the checkout
service alongside a Dapr sidecar.
dapr run --app-id checkout --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3500 -- dotnet run
The Dapr sidecar then loads the resiliency spec located in the resources directory:
apiVersion: dapr.io/v1alpha1
kind: Resiliency
metadata:
name: myresiliency
scopes:
- checkout
spec:
policies:
retries:
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
Step 4: View the Service Invocation outputs
When both services and sidecars are running, notice how orders are passed from the checkout
service to the order-processor
service using Dapr service invoke.
checkout
service output:
== APP == Order passed: {"orderId": 1}
== APP == Order passed: {"orderId": 2}
== APP == Order passed: {"orderId": 3}
== APP == Order passed: {"orderId": 4}
order-processor
service output:
== APP == Order received: {"orderId": 1}
== APP == Order received: {"orderId": 2}
== APP == Order received: {"orderId": 3}
== APP == Order received: {"orderId": 4}
Step 5: Introduce a fault
Simulate a fault by stopping the order-processor
service. Once the instance is stopped, service invoke operations from the checkout
service begin to fail.
Since the resiliency.yaml
spec defines the order-processor
service as a resiliency target, all failed requests will apply retry and circuit breaker policies:
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
In the order-processor
window, stop the service:
CMD + C
CTRL + C
Once the first request fails, the retry policy titled retryForever
is applied:
INFO[0005] Error processing operation endpoint[order-processor, order-processor:orders]. Retrying...
Retries will continue for each failed request indefinitely, in 5 second intervals.
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
Once 5 consecutive retries have failed, the circuit breaker policy, simpleCB
, is tripped and the breaker opens, halting all requests:
INFO[0025] Circuit breaker "order-processor:orders" changed state from closed to open
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
After 5 seconds has surpassed, the circuit breaker will switch to a half-open state, allowing one request through to verify if the fault has been resolved. If the request continues to fail, the circuit will trip back to the open state.
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
This half-open/open behavior will continue for as long as the Redis container is stopped.
Step 6: Remove the fault
Once you restart the order-processor
service, the application will recover seamlessly, picking up where it left off.
In the order-processor
service terminal, restart the application:
dapr run --app-port 7001 --app-id order-processor --app-protocol http --dapr-http-port 3501 -- dotnet run
checkout
service output:
== APP == Order passed: {"orderId": 5}
== APP == Order passed: {"orderId": 6}
== APP == Order passed: {"orderId": 7}
== APP == Order passed: {"orderId": 8}
== APP == Order passed: {"orderId": 9}
== APP == Order passed: {"orderId": 10}
order-processor
service output:
== APP == Order received: {"orderId": 5}
== APP == Order received: {"orderId": 6}
== APP == Order received: {"orderId": 7}
== APP == Order received: {"orderId": 8}
== APP == Order received: {"orderId": 9}
== APP == Order received: {"orderId": 10}
Pre-requisites
For this example, you will need:
- Dapr CLI and initialized environment.
- Java JDK 17 (or greater):
- Oracle JDK, or
- OpenJDK
- Apache Maven, version 3.x.
Step 1: Set up the environment
Clone the sample provided in the Quickstarts repo.
git clone https://github.com/dapr/quickstarts.git
Step 2: Run the order-processor
service
In a terminal window, from the root of the Quickstart directory,
navigate to order-processor
directory.
cd service_invocation/java/http/order-processor
Install dependencies:
mvn clean install
Run the order-processor
service alongside a Dapr sidecar.
dapr run --app-id order-processor --resources-path ../../../resources/ --app-port 9001 --app-protocol http --dapr-http-port 3501 -- java -jar target/OrderProcessingService-0.0.1-SNAPSHOT.jar
Step 3: Run the checkout
service application
In a new terminal window, from the root of the Quickstart directory,
navigate to the checkout
directory.
cd service_invocation/java/http/checkout
Install dependencies:
mvn clean install
Run the checkout
service alongside a Dapr sidecar.
dapr run --app-id checkout --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3500 -- java -jar target/CheckoutService-0.0.1-SNAPSHOT.jar
The Dapr sidecar then loads the resiliency spec located in the resources directory:
apiVersion: dapr.io/v1alpha1
kind: Resiliency
metadata:
name: myresiliency
scopes:
- checkout
spec:
policies:
retries:
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
Step 4: View the Service Invocation outputs
When both services and sidecars are running, notice how orders are passed from the checkout
service to the order-processor
service using Dapr service invoke.
checkout
service output:
== APP == Order passed: {"orderId": 1}
== APP == Order passed: {"orderId": 2}
== APP == Order passed: {"orderId": 3}
== APP == Order passed: {"orderId": 4}
order-processor
service output:
== APP == Order received: {"orderId": 1}
== APP == Order received: {"orderId": 2}
== APP == Order received: {"orderId": 3}
== APP == Order received: {"orderId": 4}
Step 5: Introduce a fault
Simulate a fault by stopping the order-processor
service. Once the instance is stopped, service invoke operations from the checkout
service begin to fail.
Since the resiliency.yaml
spec defines the order-processor
service as a resiliency target, all failed requests will apply retry and circuit breaker policies:
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
In the order-processor
window, stop the service:
CMD + C
CTRL + C
Once the first request fails, the retry policy titled retryForever
is applied:
INFO[0005] Error processing operation endpoint[order-processor, order-processor:orders]. Retrying...
Retries will continue for each failed request indefinitely, in 5 second intervals.
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
Once 5 consecutive retries have failed, the circuit breaker policy, simpleCB
, is tripped and the breaker opens, halting all requests:
INFO[0025] Circuit breaker "order-processor:orders" changed state from closed to open
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
After 5 seconds has surpassed, the circuit breaker will switch to a half-open state, allowing one request through to verify if the fault has been resolved. If the request continues to fail, the circuit will trip back to the open state.
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
This half-open/open behavior will continue for as long as the Redis container is stopped.
Step 6: Remove the fault
Once you restart the order-processor
service, the application will recover seamlessly, picking up where it left off.
In the order-processor
service terminal, restart the application:
dapr run --app-id order-processor --resources-path ../../../resources/ --app-port 9001 --app-protocol http --dapr-http-port 3501 -- java -jar target/OrderProcessingService-0.0.1-SNAPSHOT.jar
checkout
service output:
== APP == Order passed: {"orderId": 5}
== APP == Order passed: {"orderId": 6}
== APP == Order passed: {"orderId": 7}
== APP == Order passed: {"orderId": 8}
== APP == Order passed: {"orderId": 9}
== APP == Order passed: {"orderId": 10}
order-processor
service output:
== APP == Order received: {"orderId": 5}
== APP == Order received: {"orderId": 6}
== APP == Order received: {"orderId": 7}
== APP == Order received: {"orderId": 8}
== APP == Order received: {"orderId": 9}
== APP == Order received: {"orderId": 10}
Pre-requisites
For this example, you will need:
Step 1: Set up the environment
Clone the sample provided in the Quickstarts repo.
git clone https://github.com/dapr/quickstarts.git
Step 2: Run the order-processor
service
In a terminal window, from the root of the Quickstart directory,
navigate to order-processor
directory.
cd service_invocation/go/http/order-processor
Install dependencies:
go build .
Run the order-processor
service alongside a Dapr sidecar.
dapr run --app-port 6001 --app-id order-processor --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3501 -- go run .
Step 3: Run the checkout
service application
In a new terminal window, from the root of the Quickstart directory,
navigate to the checkout
directory.
cd service_invocation/go/http/checkout
Install dependencies:
go build .
Run the checkout
service alongside a Dapr sidecar.
dapr run --app-id checkout --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3500 -- go run .
The Dapr sidecar then loads the resiliency spec located in the resources directory:
apiVersion: dapr.io/v1alpha1
kind: Resiliency
metadata:
name: myresiliency
scopes:
- checkout
spec:
policies:
retries:
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
Step 4: View the Service Invocation outputs
When both services and sidecars are running, notice how orders are passed from the checkout
service to the order-processor
service using Dapr service invoke.
checkout
service output:
== APP == Order passed: {"orderId": 1}
== APP == Order passed: {"orderId": 2}
== APP == Order passed: {"orderId": 3}
== APP == Order passed: {"orderId": 4}
order-processor
service output:
== APP == Order received: {"orderId": 1}
== APP == Order received: {"orderId": 2}
== APP == Order received: {"orderId": 3}
== APP == Order received: {"orderId": 4}
Step 5: Introduce a fault
Simulate a fault by stopping the order-processor
service. Once the instance is stopped, service invoke operations from the checkout
service begin to fail.
Since the resiliency.yaml
spec defines the order-processor
service as a resiliency target, all failed requests will apply retry and circuit breaker policies:
targets:
apps:
order-processor:
retry: retryForever
circuitBreaker: simpleCB
In the order-processor
window, stop the service:
CMD + C
CTRL + C
Once the first request fails, the retry policy titled retryForever
is applied:
INFO[0005] Error processing operation endpoint[order-processor, order-processor:orders]. Retrying...
Retries will continue for each failed request indefinitely, in 5 second intervals.
retryForever:
policy: constant
maxInterval: 5s
maxRetries: -1
Once 5 consecutive retries have failed, the circuit breaker policy, simpleCB
, is tripped and the breaker opens, halting all requests:
INFO[0025] Circuit breaker "order-processor:orders" changed state from closed to open
circuitBreakers:
simpleCB:
maxRequests: 1
timeout: 5s
trip: consecutiveFailures >= 5
After 5 seconds has surpassed, the circuit breaker will switch to a half-open state, allowing one request through to verify if the fault has been resolved. If the request continues to fail, the circuit will trip back to the open state.
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
INFO[0030] Circuit breaker "order-processor:orders" changed state from open to half-open
INFO[0030] Circuit breaker "order-processor:orders" changed state from half-open to open
This half-open/open behavior will continue for as long as the Redis container is stopped.
Step 6: Remove the fault
Once you restart the order-processor
service, the application will recover seamlessly, picking up where it left off.
In the order-processor
service terminal, restart the application:
dapr run --app-port 6001 --app-id order-processor --resources-path ../../../resources/ --app-protocol http --dapr-http-port 3501 -- go run .
checkout
service output:
== APP == Order passed: {"orderId": 5}
== APP == Order passed: {"orderId": 6}
== APP == Order passed: {"orderId": 7}
== APP == Order passed: {"orderId": 8}
== APP == Order passed: {"orderId": 9}
== APP == Order passed: {"orderId": 10}
order-processor
service output:
== APP == Order received: {"orderId": 5}
== APP == Order received: {"orderId": 6}
== APP == Order received: {"orderId": 7}
== APP == Order received: {"orderId": 8}
== APP == Order received: {"orderId": 9}
== APP == Order received: {"orderId": 10}
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Next steps
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