neptune-networks / flow-exporter

Export network flows from Kafka to Prometheus
https://brooks.sh/2019/11/17/network-flow-analysis-with-prometheus/
MIT License
125 stars 20 forks source link
ipfix kafka netflow pmacct prometheus-exporter sflow

Flow Exporter

Flow exporter is a tool that can take flow data (Netflow, sFlow, IPFIX) from Kafka and export it to Prometheus. These flow records can be helpful to visualize which autonomous systems traffic is coming from and going to.

Grafana is a great tool to visualize Prometheus data, and can be used to take the flow data and visualized as so:

preview

An in depth guide on setting this up on a Linux-based router can be found here.

Usage

The exporter can be started with:

./flow-exporter --brokers=kafka.fqdn.com:9092 --topic=pmacct.acct --asn=15169

Once running, you can view the data by visiting http://localhost:9590/metrics.

An example of the Prometheus metrics you can find are:

# HELP flow_receive_bytes_total Bytes received.
# TYPE flow_receive_bytes_total counter
flow_receive_bytes_total{destination_as="397143",destination_as_name="NEPTUNE-NETWORKS - Neptune Networks",hostname="border.neptunenetworks.org",source_as="10318",source_as_name="CABLEVISION S.A."} 663

# HELP flow_transmit_bytes_total Bytes transferred.
# TYPE flow_transmit_bytes_total counter
flow_transmit_bytes_total{destination_as="10318",destination_as_name="CABLEVISION S.A.",hostname="border.neptunenetworks.org",source_as="397143",source_as_name="NEPTUNE-NETWORKS - Neptune Networks"} 1137

Flow Exporter automatically finds the name of the ASN and adds it to the metric.

Kafka Schema

Flow exporter requires a Kafka topic that has events which contain the following JSON attributes:

{
  "label": "bdr1.fqdn.com",
  "as_src": 15169,
  "as_dst": 6939,
  "bytes": 52,
}

pmacct Integration

Flow Exporter works well with pmacct, a series of tools for monitoring flows in Linux. The following pmacctd configuration can be used to collect flows on Linux, enrich them with BGP ASN data, and publish them to Kafka:

/etc/pmacct/pmacctd.conf

!
! pmacctd configuration example
!
! Did you know CONFIG-KEYS contains the detailed list of all configuration keys
! supported by 'nfacctd' and 'pmacctd' ?
!
! debug: true
daemonize: false
pcap_interfaces_map: /etc/pmacct/interfaces.map
pmacctd_as: longest
pmacctd_net: longest
sampling_rate: 1
!
bgp_daemon: true
bgp_daemon_ip: 127.0.0.2
bgp_daemon_port: 180
bgp_daemon_max_peers: 10
bgp_agent_map: /etc/pmacct/peering_agent.map
networks_file: /etc/pmacct/networks.lst
networks_file_no_lpm: true
!
aggregate: src_host, dst_host, src_port, dst_port, src_as, dst_as, label
!
plugins: kafka
kafka_output: json
kafka_broker_host: kafka.fqdn.com
kafka_topic: pmacct.acct
kafka_refresh_time: 5
kafka_history: 5m
kafka_history_roundoff: m

And the associated configurations referenced in that file:

/etc/pmacct/interfaces.map

ifindex=100 ifname=<INTERFACE>

/etc/pmacct/peering_agent.map

bgp_ip=<BGP_ROUTER_ID>     ip=0.0.0.0/0

More information on configuring pmacct can be found here.

Docker

A Dockerfile is provided for convenience. It will build the source and then run the exporter. You can use the Docker command line like so:

docker run -p 9590:9590 bswinnerton/flow-exporter:latest --brokers=kafka.fqdn.com:9092 --topic=pmacct.acct --asn=15169

Or if you prefer Docker Compose:

flow-exporter:
  image: bswinnerton/flow-exporter:latest
  command: --brokers=kafka.fqdn.com:9092 --topic=pmacct.acct --asn=15169
  expose:
    - 9590

Ideally in the same docker-compose.yml file as your Prometheus server to make communication easy.

Building

The application can be compiled by running:

git clone https://github.com/neptune-networks/flow-exporter
cd flow-exporter/cmd/flow-exporter
go build main.go

Releasing

To release a new version, the following commands must be run:

git tag -a vX.Y.Z -m "vX.Y.Z"
git push origin vX.Y.Z
goreleaser --rm-dist