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Monitoring with
Prometheus
Himanshu Rajput
Software Consultant
Knoldus Inc.
Agenda
● Monitoring and its importance
● Logs vs Metrics
● Types of Metrics
● Prometheus
● Architecture of Prometheus
● Exporters
● Visualization
● Alerting
● Demo
Monitoring and Its importance
● Faults that cause critical situations may appear at any time.
● It will be necessary to control the operation so that a possible
error does not end up affecting the service given to users.
● To detect and prevent failures.
● Analyse the operation and performance, and to detect and
alert about possible errors of devices, infrastructures,
applications, services.
● Analysis in real time, alerts, visualization etc
Logs vs Metrics
Logs
● Generally plain text or Json
● Source - Application, databases, Kafka etc.
● Little hard to process and query
● Parse logs to obtain metrics
Metrics
● A key-value pair that give information about a particular
process or activity.
● Measured over intervals of time— time series.   
● Can be compressed, stored, processed and retrieved far more
efficiently than logs.
Type of Metrics
● Counter
● Gauge
● Histogram
Prometheus
● An open-source systems monitoring and alerting toolkit.
● Multi-dimensional data model with time series data identified
by metric name and key/value pairs.
● A flexible query language (PromQL)
● Targets are discovered via service discovery or static
configuration
● Time series collection happens via a pull model over HTTP
● Pushing time series is supported via an intermediary gateway
● Graphing and dashboarding support.
Architecture
Exporters
● Libraries and servers which help in exporting existing metrics
from third-party systems as Prometheus metrics.
● Some exporters are maintained as part of the official
Prometheus GitHub organization
● Easy to setup and integrate
● Predefined metrics in Prometheus format.
Complete list of exporters can be found here
Visualization
● Prometheus has expression browser available at /graph.
● This is primarily useful for ad-hoc queries and debugging.
● For better visualization use Grafana
● Grafana.com maintains a collection of shared dashboards.
Alerting
● Alerting with Prometheus is separated into two parts.
● Alerting rules in Prometheus servers send alerts to an
Alertmanager
● Alertmanager then manages those alerts, including silencing,
inhibition, aggregation
● Alertmanager sends out notifications via methods such as
email, PagerDuty and HipChat.
Organizations using Prometheus
Alternatives to Prometheus
● Nagios
● InfluxDB
● Graphite
● OpenTSDB
● Sensu
References
● Prometheus docs
THANK YOU!

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Monitoring With Prometheus

  • 2. Agenda ● Monitoring and its importance ● Logs vs Metrics ● Types of Metrics ● Prometheus ● Architecture of Prometheus ● Exporters ● Visualization ● Alerting ● Demo
  • 3. Monitoring and Its importance ● Faults that cause critical situations may appear at any time. ● It will be necessary to control the operation so that a possible error does not end up affecting the service given to users. ● To detect and prevent failures. ● Analyse the operation and performance, and to detect and alert about possible errors of devices, infrastructures, applications, services. ● Analysis in real time, alerts, visualization etc
  • 4. Logs vs Metrics Logs ● Generally plain text or Json ● Source - Application, databases, Kafka etc. ● Little hard to process and query ● Parse logs to obtain metrics Metrics ● A key-value pair that give information about a particular process or activity. ● Measured over intervals of time— time series.    ● Can be compressed, stored, processed and retrieved far more efficiently than logs.
  • 5. Type of Metrics ● Counter ● Gauge ● Histogram
  • 6. Prometheus ● An open-source systems monitoring and alerting toolkit. ● Multi-dimensional data model with time series data identified by metric name and key/value pairs. ● A flexible query language (PromQL) ● Targets are discovered via service discovery or static configuration ● Time series collection happens via a pull model over HTTP ● Pushing time series is supported via an intermediary gateway ● Graphing and dashboarding support.
  • 8. Exporters ● Libraries and servers which help in exporting existing metrics from third-party systems as Prometheus metrics. ● Some exporters are maintained as part of the official Prometheus GitHub organization ● Easy to setup and integrate ● Predefined metrics in Prometheus format. Complete list of exporters can be found here
  • 9. Visualization ● Prometheus has expression browser available at /graph. ● This is primarily useful for ad-hoc queries and debugging. ● For better visualization use Grafana ● Grafana.com maintains a collection of shared dashboards.
  • 10. Alerting ● Alerting with Prometheus is separated into two parts. ● Alerting rules in Prometheus servers send alerts to an Alertmanager ● Alertmanager then manages those alerts, including silencing, inhibition, aggregation ● Alertmanager sends out notifications via methods such as email, PagerDuty and HipChat.
  • 12. Alternatives to Prometheus ● Nagios ● InfluxDB ● Graphite ● OpenTSDB ● Sensu