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Open specification for defining and expressing service level objectives (SLO)

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 OpenSLO

Table of Contents

Introduction

The intent of this document is to outline the OpenSLO specification.

The goal of this project is to provide an open specification for defining and interfacing with SLOs to allow for a common approach, giving a set vendor-agnostic solution to defining and tracking SLOs. Platform specific implementation details are purposefully excluded from the scope of this specification.

OpenSLO is an open specification-i.e., it is a specification created and controlled, in an open and fair process, by an association or a standardization body intending to achieve interoperability and interchangeability. An open specification is not controlled by a single company or individual or by a group with discriminatory membership criteria. Additionally, this specification is designed to be extended where needed to meet the needs of the implementation.

Specification

Goals

  • Compliance with the Kubernetes YAML format.
  • Vendor-agnostic
  • Be flexible enough to be extended elsewhere

Object Types

πŸ’‘ Note: Specific attributes are described in detail in the Notes and under each integration section.

General Schema

apiVersion: openslo/v0.1.0-beta
kind: SLO | Service
metadata:
  name: string
  displayName: string # optional
spec:
Notes
  • kind string - required, either SLO or Service

  • metadata.name: string - required field, convention for naming object from DNS RFC1123 name should:

    • contain at most 63 characters
    • contain only lowercase alphanumeric characters or -
    • start with an alphanumeric character
    • end with an alphanumeric character

SLO

A service level objective (SLO) is a target value or range of values for a service level that is described by a service level indicator (SLI).

apiVersion: openslo/v0.1.0-beta
kind: SLO
metadata:
  name: string
  displayName: string # optional
  labels: # optional, key <>value a pair of labels that can be used as metadata relevant to users
    userImpacting: "true"
    team: "identity"
    costCentre: "project1"
    serviceTier: "tier-1"
    tags:
      - auth
  annotations: map[string]string # optional, key <> value a pair of annotations that can be used as implementation metadata
    openslo.com/key1: value1
    fooimplementation.com/key2: value2
spec:
  description: string # optional
  service: [service name] # name of the service to associate this SLO with
  indicator: # see SLI below for details
  indicatorRef: string # name of the SLI. Required if indicator is not given.
  timeWindow:
    # exactly one item, one of possible rolling time window or calendar aligned
    # rolling time window
    - unit: Second
      count: numeric
      isRolling: true
    # or
    # calendar aligned time window
    - unit: Year | Quarter | Month | Week | Day
      count: numeric # count of time units for example count: 7 and unit: Day means 7 days window
      calendar:
        startTime: 2020-01-21 12:30:00 # date with time in 24h format, format without time zone
        timeZone: America/New_York # name as in IANA Time Zone Database
      isRolling: false # false or not defined
  budgetingMethod: Occurrences | Timeslices
  objectives: # see objectives below for details
  alertPolicies: # see alert policies below details
Notes (SLO)
  • metadata.labels: map[string]string|string[] - optional field key <> value

    • the key segment is required and must contain at most 63 characters beginning and ending with an alphanumeric character [a-z0-9A-Z] with dashes -, underscores _, dots . and alphanumerics between.
    • the value of key segment can be a string or an array of strings
  • metadata.annotations: map[string]string - optional field key <> value

    • annotations should be used to define implementation / system specific metadata about the SLO. For example, it can be metadata about a dashboard url, or how to name a metric created by the SLI, etc.
    • key have two segments: an optional prefix and name, separated by a slash /
    • the name segment is required and must contain at most 63 characters beginning and ending with an alphanumeric character [a-z0-9A-Z] with dashes -, underscores _, dots . and alphanumerics between.
    • the prefix is optional and must be a DNS subdomain: a series of DNS labels separated by dots ., it must contain at most 253 characters, followed by a slash /.
    • the openslo.com/ is reserved for OpenSLO usage
  • indicator optional, represents the Service Level Indicator (SLI), described in SLI section.

  • indicatorRef optional, this is the name of Service Level Indicator (SLI). One of indicator or indicatorRef must be given.

  • timeWindow[ ] TimeWindow is a list but accepting only exactly one item, one of the rolling or calendar aligned time window:

    • Rolling time window. Minimum duration for rolling time window is 5 minutes, maximum 31 days).

      unit: Day | Hour | Minute
      count: numeric
      isRolling: true
    • Calendar Aligned time window. Minimum duration for calendar aligned time window is 1 day and maximum is 366 days.

    unit: Year | Quarter | Month | Week | Day
    count: numeric
    calendar:
        startTime: 2020-01-21 12:30:00 # date with time in 24h format
        timeZone: America/New_York # name as in IANA Time Zone Database
    # isRolling: false # for calendar aligned set false value or not set
  • description string optional field, contains at most 1050 characters

  • budgetingMethod enum(Occurrences | Timeslices), required field

    • Occurrences method uses a ratio of counts of good events and total count of the event.
    • Timeslices method uses a ratio of good time slices vs. total time slices in a budgeting period.
  • objectives[ ] Threshold, required field, described in Objectives section. If thresholdMetric has been defined, only one Threshold can be defined. However if using ratioMetric then any number of Thresholds can be defined.

  • alertPolicies[ ] AlertPolicy, optional field, described in Alert Policies section

Objectives

Objectives are the thresholds for your SLOs. You can use objectives to define the tolerance levels for your metrics.

objectives:
  - displayName: string # optional
    op: lte | gte | lt | gt # conditional operator used to compare the SLI against the value. Only needed when using a thresholdMetric
    value: numeric # optional, value used to compare threshold metrics. Only needed when using a thresholdMetric
    target: numeric [0.0, 1.0) # budget target for given objective of the SLO
    timeSliceTarget: numeric (0.0, 1.0] # required only when budgetingMethod is set to TimeSlices
    timeSliceWindow: number | duration-shorthand # required only when budgetingMethod is set to TimeSlices

Example:

objectives:
  - displayName: Foo Total Errors
    target: 0.98
Notes (Objectives)
  • op enum(lte | gte | lt | gt), operator used to compare the SLI against the value. Only needed when using thresholdMetric

  • value numeric, required field, used to compare values gathered from metric source. Only needed when using a thresholdMetric.

  • target numeric [0.0, 1.0), required, budget target for given objective of the SLO

  • timeSliceTarget numeric [0.0, 1.0], required only when budgeting method is set to TimeSlices

  • timeSliceWindow (numeric | duration-shorthand), required only when budgeting method is set to TimeSlices. Denotes the size of timeslice for which data will be evaluated e.g. 5, 1m, 10m, 2h, 1d. Also ascertains the frequency at which to run the queries. Default interpretation of unit if specified as a number is minutes.


SLI

A service level indicator (SLI) represents how to gather data from metric sources.

apiVersion: openslo/v0.1.0-beta
kind: SLI
metadata:
  name: string
  displayName: string # optional
spec:
  thresholdMetric: # either thresholdMetric or ratioMetric should be provided
    source: string # data source for the metric
    queryType: string # a name for the type of query to run on the data source
    query: string # the query to run to return the metric
    metadata: # optional, allows data source specific details to be passed
  ratioMetric: # either thresholdMetric or ratioMetric should be provided
    counter: true | false # true if the metric is a monotonically increasing counter,
                          # or false, if it is a single number that can arbitrarily go up or down
    good: # the numerator
      source: string # data source for the "good" numerator
      queryType: string # a name for the type of query to run on the data source
      query: string # the query to run to return the numerator
      metadata: # optional, allows data source specific details to be passed
    bad: # the numerator, required when "good" is not set
      source: string # data source for the "bad" numerator
      queryType: string # a name for the type of query to run on the data source
      query: string # the query to run to return the numerator
      metadata: # optional, allows data source specific details to be passed
    total: # the denominator
      source: string # data source for the "total" denominator
      queryType: string # a name for the type of query to run on the data source
      query: string # the query to run to return the denominator
      metadata: # optional, allows data source specific details to be passed
Notes(SLI)

Either ratioMetric or thresholdMetric should be set.

  • thresholdMetric Metric, represents the query used for gathering data from metric sources. Raw data is used to compare objectives (threshold) values.

  • ratioMetric Metric {Good, Total} or {Bad, Total}.

    • Good represents the query used for gathering data from metric sources used as the numerator. Received data is used to compare objectives (threshold) values to find good values. If Bad is defined then Good should not be set.

    • Bad represents the query used for gathering data from metric sources used as the numerator. Received data is used to compare objectives (threshold) values to find bad values. If Good is defined then Bad should not be set.

    • Total represents the query used for gathering data from metric sources that is used as the denominator. Received data is used to compare objectives (threshold) values to find total number of metrics.

An example of an SLO where SLI is inlined:

apiVersion: openslo/v0.1.0-beta
kind: SLO
metadata:
  name: foo-slo
  displayName: Foo SLO
spec:
  indicator:
    metadata:
      name: foo-error
      displayName: Foo Error
    spec:
      ratioMetric:
        counter: true
        good:
          source: datadog
          queryType: query
          query: sum:requests.error{*}
        total:
          source: datadog
          queryType: query
          query: sum:requests.total{*}
  objectives:
    - displayName: Foo Total Errors
      target: 0.98
Ratio Metric

If a service level indicator has ratioMetric defined, the following maths can be used to calculate the value of the SLI. Below we describe the advised formulas for calculating the indicator value.

Good-Total queries If the good and total queries are given then following formula can be used to calculate the value:

indicatorValue = good / total

If we have 99 good requests out of a total of 100 requests, the calculated value for the indicator would be: 99 / 100 = 0.99. This represents 99% on a 0-100 scale using the formula 0.99 * 100 = 99.

Bad-Total queries If the bad and total queries are given then following formula can be used to calculate the value:

indicatorValue = ( total - bad ) / total

If we have 1 error out of a total of 100 requests, the calculated value for the indicator would be: (100 - 1 ) = 0.99. This represents 99% on a 0-100 scale using the formula 0.99 * 100 = 99.

πŸ’‘ Note: : As you can see for both query combinations we end up with the same calculated value for the service level indicator.

The optional metadata key can be used to pass extraneous data to the data source, for example, if your data source accepts variables, they could be passed via the metadata.

An example is an internal tool which uses a templating feature to ease the maintenance of SLOs by not repeating the same queries were there are only small differences. The internal tool can then generate the final OpensLO specification based on the input described.

ratioMetric:
  counter: true
  good:
    source: prometheus
    queryType: query
    query: sum:requests.duration{*}
    metadata:
      bucket: "0.25"
      exclude_errors: "true"
  total:
    source: prometheus
    queryType: query
    query: sum:requests.duration{*}
    metadata:
      exclude_errors: "true"

Alert Policy

An Alert Policy allows you to define the alert conditions for a SLO.

apiVersion: openslo/v0.1.0-beta
kind: AlertPolicy
metadata:
  name: string
  displayName: string # optional
spec:
  description: string # optional
  alertWhenNoData: boolean
  alertWhenResolved: boolean
  alertWhenBreaching: boolean
  conditions: # list of alert conditions
    - conditionRef: # required when alert condition is not inlined
  notificationTargets:
  - targetRef: # required when alert notification target is not inlined

Notes (Alert Policy)

  • alertWhenBreaching boolean, true, false, whether the alert should be triggered when the condition is breaching
  • alertWhenResolved boolean, true, false, whether the alert should be triggered when the condition is resolved
  • alertWhenNoData boolean, true, false, whether the alert should be triggered when the condition indicates that no data is available
  • conditions[ ] Alert Condition, an array, (max of one condition), required field. A condition can be defined inline or can refer to external Alert condition defined in this case the following are required:
    • conditionRef string: this is the name or path the Alert condition
  • notificationTargets[ ] Alert Notification Target, required field. A condition can be inline defined or can refer to external Alert Notification Target defined in this case the following are required:
    • targetRef string: this is the name or path the Alert Notification Target

πŸ’‘ Note:: The conditions-field is of the type array of AlertCondition but only allows one single condition to be defined. The use of an array is for future-proofing purposes.

An example of a Alert policy which refers to another Alert Condition:

apiVersion: openslo/v0.1.0-beta
kind: AlertPolicy
metadata:
  name: AlertPolicy
  displayName: Alert Policy
spec:
  description: Alert policy for cpu usage breaches, notifies on-call devops via email
  alertWhenBreaching: true
  alertWhenResolved: false
  conditions:
    - operator: and
      conditionRef: cpu-usage-breach
  notificationTargets:
    - targetRef: OnCallDevopsMailNotification

An example of a Alert Policy were the Alert Condition is inlined:

apiVersion: openslo/v0.1.0-beta
kind: AlertPolicy
metadata:
  name: AlertPolicy
  displayName: Alert Policy
spec:
  description: Alert policy for cpu usage breaches, notifies on-call devops via email
  alertWhenBreaching: true
  alertWhenResolved: false
  conditions:
    - kind: AlertCondition
      metadata:
        name: cpu-usage-breach
        displayName: CPU Usage breaching
      spec:
        description: SLO burn rate for cpu-usage-breach exceeds 2
        severity: page
        condition:
          kind: burnrate
          threshold: 2
          lookbackWindow: 1h
          alertAfter: 5m
  notificationTargets:
    - targetRef: OnCallDevopsMailNotification

Alert Condition

An Alert Condition allows you to define in which conditions a alert of SLO needs to be triggered.

apiVersion: openslo/v0.1.0-beta
kind: AlertCondition
metadata:
  name: string
  displayName: string # optional
spec:
  description: string # optional
  severity: string # required
  condition: # optional
    kind: string
    threshold: number
    lookbackWindow: number
    alertAfter: number

Notes (Alert Condition)

  • severity string , required field describing the severity level of the alert (ex. "sev1", "page", etc.)
  • condition, required field. Defines the conditions of the alert
    • kind enum(burnrate) the kind of alerting condition thats checked, defaults to burnrate

If the kind is burnrate the following fields are required:

  • threshold number, required field, the threshold that you want alert on
  • lookbackWindow number, required field, the time-frame for which to calculate the threshold
  • alertAfter number: required field, the duration the condition needs to be valid, defaults 0m

If the alert condition is breaching, and the alert policy has alertWhenBreaching set to true the alert will be triggered

If the alert condition is resolved, and the alert policy has alertWhenResolved set to true the alert will be triggered

If the service level objective associated with the alert condition returns no value for the burn rate, for example, due to the service level indicators missing data (e.g. no time series being returned) and the alertWhenNoData is set to true the alert will be triggered.

πŸ’‘ Note:: The alertWhenBreaching and alertWhenResolved, alertWhenNoData can be combined, if you want an alert to trigger when in all circumstances or for each separately.


An example of a alert condition is the following:

apiVersion: openslo/v0.1.0-beta
kind: AlertCondition
metadata:
  name: cpu-usage-breach
  displayName: CPU usage breach
spec:
  description: If the CPU usage is too high for given period then it should alert
  severity: page
  condition:
    kind: burnrate
    threshold: 2
    lookbackWindow: 1h
    alertAfter: 5m

Alert Notification Target

An Alert Notification Target defines the possible targets where alert notifications should be delivered to. For example, this can be a web-hook, Slack or any other custom target.

apiVersion: openslo/v0.1.0-beta
kind: AlertNotificationTarget
metadata:
  name: string
  displayName: string # optional, human readable name
spec:
  target: # required
  description: # optional

An example of the Alert Notification Target can be:

apiVersion: openslo/v0.1.0-beta
kind: AlertNotificationTarget
metadata:
  name: OnCallDevopsMailNotification
spec:
  description: Notifies by a mail message to the on-call devops mailing group
  target: email

Alternatively, a similar notification target can be defined for Slack in this example

apiVersion: openslo/v0.1.0-beta
kind: AlertNotificationTarget
metadata:
  name: OnCallDevopsSlackNotification
spec:
  description: "Sends P1 alert notifications to the slack channel"
  target: slack
Notes (Alert Notification Target)
  • name string, required, the name of the notification target
  • metadata.labels: map[string]string|string[] - optional field key <> value
    • the key segment is required and must contain at most 63 characters beginning and ending with an alphanumeric character [a-z0-9A-Z] with dashes -, underscores _, dots . and alphanumerics between.
    • the value of key segment can be a string or an array of strings
  • target string, describes the target of the notification, e.g. Slack, email, web-hook, Opsgenie etc
  • description string, optional description about the notification target

πŸ’‘ Note:: The way the alert notification targets are is an implementation detail of the system that consumes the OpenSLO specification.

For example, if the OpenSLO is consumed by a solution that generates Prometheus recording rules, and alerts, you can imagine that the name of the alert notification gets passed as label to Alertmanager which then can be routed accordingly based on this label.


Service

A Service is a high-level grouping of SLO.

apiVersion: openslo/v0.1.0-beta
kind: Service
metadata:
  name: string
  displayName: string # optional
spec:
  description: string # optional up to 1050 characters

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