Error Handling

Not everything goes according to plan, and Flowpipe provides error handling capabilities to help you handle unexpected failures.

The errors Attribute

Each step has an errors attribute that contains a list of errors that occurred:

"errors": [
    {
        "pipeline_execution_id": "pexec_clsskbpesk9lj8o9jcfg",
        "step_execution_id": "sexec_clsskbpesk9lj8o9jchg",
        "pipeline": "test_suite_mod.pipeline.error_in_for_each",
        "step": "http.bad_http",
        "error": {
            "instance": "fperr_clsskbpesk9lj8o9jcig",
            "type": "error_not_found",
            "title": "Not Found",
            "status": 404,
            "detail": "404 Not Found"
        }
    },
    {
        "pipeline_execution_id": "pexec_clsskbpesk9lj8o9jcfg",
        "step_execution_id": "sexec_clsskbpesk9lj8o9jcgg",
        "pipeline": "test_suite_mod.pipeline.error_in_for_each",
        "step": "http.bad_http",
        "error": {
            "instance": "fperr_clsskbpesk9lj8o9jcj0",
            "type": "error_not_found",
            "title": "Not Found",
            "status": 404,
            "detail": "404 Not Found"
        }
    },
    {
        "pipeline_execution_id": "pexec_clsskbpesk9lj8o9jcfg",
        "step_execution_id": "sexec_clsskbpesk9lj8o9jch0",
        "pipeline": "test_suite_mod.pipeline.error_in_for_each",
        "step": "http.bad_http",
        "error": {
            "instance": "fperr_clsskbpesk9lj8o9jci0",
            "type": "error_not_found",
            "title": "Not Found",
            "status": 404,
            "detail": "404 Not Found"
        }
    }
]

For steps with a for_each, each step instance will have an errors attribute containing the errors for that instance (e.g. step.http.my_request["value"].errors), but the step itself will also have an errors attribute (e.g. step.http.my_request.errors) containing a flattened union of all errors from all instances of the step. Likewise, the pipeline will have an errors attribute that contains a flattened union of all errors from all instances of all steps in the pipeline. Note that because errors are flattened and passed up through the stack, the error items must have enough execution context to look up full details from the log.

To simplify common error handling cases, Flowpipe provides some helper functions:

• is_error: Given a reference to a step, is_error returns a boolean true if there are 1 or more errors, or false it there are no errors.
  • example: is_error(step.http.my_request)
  • This is equivalent to length(step.http.my_request.errors) > 0
• error_message: Given a reference to a step, error_message will return a string containing the first error message, if any. If there are no errors, then it will return an empty string. This is useful for simple step primitives.
• example: error_message(step.http.my_request)

Handling Errors

What condition constitutes an error is dependent on the type of action being performed. As a result, each step type (http, query, etc) will decide when to raise an error.

By default, all errors are fatal and are not retried — when a step encounters an error, it causes the step the fail. A failed step results in a failed pipeline. Any step instances that are already running will complete (but will not be retried), and the pipeline will stop with a failed status.

error

You can override the default error behavior with an error block on the step.

You can ignore the error and continue with ignore = true.

pipeline "subscribe" {
  param "subscriber" {
    type = "string"
  }

  step "http" "my_request" {
    url           = "https://myapi.local/subscribe"
    method        = "post"
    body          = jsonencode({
      name = param.subscriber
    })

    error {
      ignore = true
    }
  }
}

You can then "handle" the error in subsequent steps if you want:

pipeline "subscribe" {
  param "subscriber" {
    type = "string"
  }

  step "http" "my_request" {
    url           = "https://myapi.local/subscribe"
    method        = "post"
    body          = jsonencode({
      name = param.subscriber
    })

    error {
      ignore = true
    }
  }

  step "email" "send_it" {
    to      = param.subscriber
    subject = "You have been subscribed"
    body    = step.http.my_request.response_body
    if      = !is_error(step.http.my_request)
  }

  step "email" "send_error" {
    to      = "admin@my_company.local"
    subject = "subscription error"
    body    = "Error - could not subscribe"
    if      = is_error(step.http.my_request)
  }
}

You may include an if argument in the error block to only ignore if a condition is met. You can use the special value result to evaluate the attributes of the completed step instance (you can use result in throw, retry, and loop blocks as well). result is essentially a self-reference to "this" step after it has run (e.g. the attributes are populated).

pipeline "subscribe" {
  param "subscriber" {
    type = "string"
  }

  step "http" "my_request" {
    url           = "https://myapi.local/subscribe"
    method        = "post"
    body          = jsonencode({
      name = param.subscriber
    })

    error {
      if    = result.status_code == 403
      ignore = true
    }
  }
}

A step may have no more than 1 error block.

retry

Alternatively, you can retry the step when it fails with a retry block:

pipeline "subscribe" {
  param "subscriber" {
    type = "string"
  }

  step "http" "my_request" {
    url           = "https://myapi.local/subscribe"
    method        = "post"
    body          = jsonencode({
      name = param.subscriber
    })

    retry {
      max_attempts = 3
    }
  }
}

In fact, you can retry and then ignore the error even if all retries fail (retry is handled before error):

pipeline "subscribe" {
  param "subscriber" {
    type = "string"
  }

  step "http" "my_request" {
    url           = "https://myapi.local/subscribe"
    method        = "post"
    body          = jsonencode({
      name = param.subscriber
    })

    retry {
      max_attempts = 3
    }

    error {
      ignore  = true
    }
  }
}

You may want to retry in some situations but not in others. You can use if to conditionally handle the error. Flowpipe will make the result object available inside the retry block. This object is a "magic" reference to the resource that threw the error - in this case the step with the current state after this attempt. You can inspect the result to get any argument or attribute for the step in its current state:

pipeline "subscribe" {
  param "subscriber" {
    type = "string"
  }

  step "http" "my_request" {
    url           = "https://myapi.local/subscribe"
    method        = "post"
    body          = jsonencode({
      name = param.subscriber
    })

    retry {
      if           = result.status_code == 429
      max_attempts = 3
    }
  }
}

You may specify additional arguments to control the retry behavior:

You can do exponential backoff:

retry {
  max_attempts = 8
  strategy     = "exponential"
  min_interval = 100
  max_interval = 10000
}

or linear backoff:

retry {
  max_attempts = 3
  strategy     = "linear"
  min_interval = 1000
  max_interval = 10000
}

or constant intervals:

retry {
  max_attempts = 5
  strategy     = "constant"
  min_interval = 1000
}

The algorithm for the strategy is roughly:

def calculate_delay(attempt, strategy, interval, max_interval):
    if attempt == 1:
        return 0  # Immediate first attempt

    if strategy == "constant":
        return min_interval

    elif strategy == "linear":
        delay = (attempt - 1) * min_interval

    elif strategy == "exponential":
        delay = min_interval * (2 ** (attempt - 2))

    # Ensuring delay does not exceed max_interval
    return min(delay, max_interval)

A step may have no more than 1 retry block.

throw

You can also explicitly raise an exception with throw. You may throw to raise an error when the step would usually succeed. You can include as many throw blocks as you want. Thrown errors are not retried, though they can be ignored.

pipeline "subscribe" {
  param "subscriber" {
    type = "string"
  }

  step "http" "my_request" {
    url           = "https://myapi.local/subscribe"
    method        = "post"
    body          = jsonencode({
      name = param.subscriber
    })

    throw {
      if      = length(result.response_body.errors) > 1
      message = result.response_body.errors[0]
    }

  }
}

Note that if you throw an error, you may choose to ignore it with an error block, but you cannot retry it. If the step has a loop, it will be evaluated last, only if there are no unhandled errors.