Logging Guidelines


Many of these guidelines were originally authored as a cross-project spec.


A consistent, unified logging format will better enable cloud administrators to monitor and maintain their environments. Therefore this document provides guidelines for best practices regarding how developers should use logging within their code.

Adding Variables to Log Messages

String interpolation should be delayed to be handled by the logging code, rather than being done at the point of the logging call. For example, do not do this:

LOG.info('some message: variable=%s' % variable)

Instead, use this style:

LOG.info('some message: variable=%s', variable)

This allows the logging package to skip creating the formatted log message if the message is not going to be emitted because of the current log level.

Definition of Log Levels


The following definitions were originally taken from a popular answer on StackOverflow.


Shows everything and is likely not suitable for normal production operation due to the sheer size of logs generated.


Usually indicates successful service start/stop, versions and such non-error related data. This should include largely positive units of work that are accomplished (such as starting a compute service, creating a user, deleting a volume, etc.).


This should not be used. All previous messages at AUDIT level should be changed to INFO, or sent as notifications to a notification queue. (The origin of AUDIT was a NASA-specific requirement which led to confusion/misuse and is no longer relevant to the current code.)


Indicates that there might be a systemic issue; potential predictive failure notice.


An error has occurred and an administrator should research the event.


An error has occurred and the system might be unstable; administrator attention is required immediately.

Log levels from an operator perspective

We can think of this from an operator perspective the following ways (Note: we are not specifying operator policy here, just trying to set tone for developers that aren’t familiar with how these messages will be interpreted):


ZOMG! Cluster on FIRE! Call all pagers, wake up everyone. This is an unrecoverable error with a service that has or probably will lead to service death or massive degradation.


Serious issue with cloud: administrator should be notified immediately via email/pager. On call people expected to respond.


Something is not right; should get looked into during the next work week. Administrators should be working through eliminating warnings as part of normal work.


Normal status messages showing measurable units of positive work passing through under normal functioning of the system. Should not be so verbose as to overwhelm real signal with noise. Should not be continuous “I’m alive!” messages. See Log messages at INFO and above should represent a “unit of work” for more details.


Developer logging level. Only enable if you are interested in reading through a ton of additional information about what is going on. See Debugging start / end messages for more details.


In functions which support this level, details every parameter and operation to help diagnose subtle bugs. This should only be enabled for specific areas of interest or the log volume will be overwhelming. Some system performance degradation should be expected.

Overall logging principles

The following principles should apply to all messages.

Debugging start / end messages

At the DEBUG log level it is often extremely important to flag the beginning and ending of actions to track the progression of flows (which might error out before the unit of work is completed).

This should be made clear by there being a “starting” message with some indication of completion for that starting point.

In a real OpenStack environment lots of things are happening in parallel. There are multiple workers per services, multiple instances of services in the cloud.

Log messages at INFO and above should represent a “unit of work”

The INFO log level is defined as: “normal status messages showing measurable units of positive work passing through under normal functioning of the system.”

A measurable unit of work should be describable by a short sentence fragment, in the past tense with a noun and a verb of something significant.


Instance spawned

Instance destroyed

Volume attached

Image failed to copy

Words like “started”, “finished”, or any verb ending in “ing” are flags for non unit of work messages.

Examples of good and bad uses of INFO

Below are some examples of good and bad uses of INFO. In the good examples we can see the ‘noun / verb’ fragment for a unit of work. “Successfully” is probably superfluous and could be removed.


2014-01-26 15:36:10.597 28297 INFO nova.virt.libvirt.driver [-]
[instance: b1b8e5c7-12f0-4092-84f6-297fe7642070] Instance spawned

2014-01-26 15:36:14.307 28297 INFO nova.virt.libvirt.driver [-]
[instance: b1b8e5c7-12f0-4092-84f6-297fe7642070] Instance destroyed

In the bad examples we see trace-level thinking put into messages at INFO level and above:


2014-01-26 15:36:11.198 INFO nova.virt.libvirt.driver
FixedIPsNegativeTestXml-1426989627 FixedIPsNegativeTestXml-38506689]
[instance: fd027464-6e15-4f5d-8b1f-c389bdb8772a] Creating image

2014-01-26 15:36:11.525 INFO nova.virt.libvirt.driver
FixedIPsNegativeTestXml-1426989627 FixedIPsNegativeTestXml-38506689]
[instance: fd027464-6e15-4f5d-8b1f-c389bdb8772a] Using config drive

2014-01-26 15:36:12.326 AUDIT nova.compute.manager
[req-714315e2-6318-4005-8f8f-05d7796ff45d FixedIPsTestXml-911165017
FixedIPsTestXml-1315774890] [instance:
b1b8e5c7-12f0-4092-84f6-297fe7642070] Terminating instance

2014-01-26 15:36:12.570 INFO nova.virt.libvirt.driver
FixedIPsNegativeTestXml-1426989627 FixedIPsNegativeTestXml-38506689]
[instance: fd027464-6e15-4f5d-8b1f-c389bdb8772a] Creating config
drive at

This is mostly an overshare issue. At INFO, these are stages that don’t really need to be fully communicated.

Messages shouldn’t need a secret decoder ring


2014-01-26 15:36:14.256 28297 INFO nova.compute.manager [-]
Lifecycle event 1 on VM b1b8e5c7-12f0-4092-84f6-297fe7642070

As a general rule, when using constants or enums, ensure they are translated back to user strings prior to being sent to the user.

Specific event types

In addition to the above guidelines very specific additional recommendations exist. These are guidelines rather than hard rules to be adhered to, so common sense should always be exercised.

WSGI requests

  • Should be logged at INFO level.

  • Should be logged exactly once per request.

  • Should include enough information to know what the request was (but not so much as to overwhelm the logs).

The last point is notable, because some POST API requests don’t include enough information in the URL alone to determine what the API did. For instance, Nova server actions (where POST includes a method name), although including POST request payloads could be excessive, so common sense should be exercised.

Rationale: Operators should be able to easily see what API requests their users are making in their cloud to understand the usage patterns of their users with their cloud.

Operator deprecation warnings

  • Should be logged at WARN level.

  • Where possible, should be logged exactly once per service start (not on every request through code). However it may be tricky to keep track of whether a warning was already issued, so common sense should dictate the best approach.

  • Should include directions on what to do to migrate from the deprecated state.

Rationale: Operators need to know that some aspect of their cloud configuration is now deprecated, and will require changes in the future. And they need enough of a bread crumb trail to figure out how to do that.

REST API deprecation warnings

  • Should not be logged any higher than DEBUG, since these are not operator-facing messages.

  • Should be logged no more than once per REST API usage / tenant, definitely not on every REST API call.

Rationale: The users of the REST API don’t have access to the system logs. Therefore logging at a WARNING level is telling the wrong people about the fact that they are using a deprecated API.

Deprecation of user-facing APIs should be communicated via user-facing mechanisms, e.g. API change notes associated with new API versions.

Stacktraces in logs

  • Should be exceptional events, for unforeseeable circumstances that are not yet recoverable by the system.

  • Should be logged at ERROR level.

  • Should be considered high priority bugs to be addressed by the development team.

Rationale: The current behavior of OpenStack is extremely stack trace happy. Many existing stack traces in the logs are considered normal. This dramatically increases the time to find the root cause of real issues in OpenStack.

Logging by non-OpenStack components

OpenStack uses a ton of libraries, which have their own definitions of logging. This causes a lot of extraneous information in normal logs by wildly different definitions of those libraries.

As such, all 3rd party libraries should have their logging levels adjusted so only real errors are logged.

Currently proposed settings for 3rd party libraries:

  • amqp=WARN

  • boto=WARN

  • qpid=WARN

  • sqlalchemy=WARN

  • suds=INFO

  • iso8601=WARN

  • requests.packages.urllib3.connectionpool=WARN

  • urllib3.connectionpool=WARN