Internet-Draft YANG-Push to Apache Kafka Integration March 2024
Graf & Elhassany Expires 18 September 2024 [Page]
Workgroup:
NMOP
Internet-Draft:
draft-netana-nmop-yang-kafka-integration-01
Published:
Intended Status:
Informational
Expires:
Authors:
T. Graf
Swisscom
A. Elhassany
Swisscom

An Architecture for YANG-Push to Apache Kafka Integration

Abstract

This document describes the motivation and architecture of a native YANG-Push notifications and YANG Schema integration into Apache Kafka Message Broker and YANG Schema Registry.

Discussion Venues

This note is to be removed before publishing as an RFC.

Discussion of this document takes place on the Operations and Management Area Working Group Working Group mailing list (nmop@ietf.org), which is archived at https://mailarchive.ietf.org/arch/browse/nmop/.

Source for this draft and an issue tracker can be found at https://github.com/network-analytics/draft-daisy-kafka-yang-integration/.

Status of This Memo

This Internet-Draft is submitted in full conformance with the provisions of BCP 78 and BCP 79.

Internet-Drafts are working documents of the Internet Engineering Task Force (IETF). Note that other groups may also distribute working documents as Internet-Drafts. The list of current Internet-Drafts is at https://datatracker.ietf.org/drafts/current/.

Internet-Drafts are draft documents valid for a maximum of six months and may be updated, replaced, or obsoleted by other documents at any time. It is inappropriate to use Internet-Drafts as reference material or to cite them other than as "work in progress."

This Internet-Draft will expire on 18 September 2024.

1. Introduction

Nowadays network operators are using YANG [RFC7950] to model their configurations and obtain YANG modelled data from their networks. It is well understood that plain text are initially intended for humans and need effort to make it machine readable due to the lack of semantics. YANG modeled data is addressing most of these needs.

Increasingly more network operators organizing their data in a Data Mesh [Deh22] where a message broker such as Apache Kafka [Kaf11] or RabbitMQ [Rab07] facilitates the exchange of messages among data processing components like a stream processor to filter, enrich, correlate or aggregate, or a time series database to store data.

Even though YANG is intend to ease the handling of data, this promise has not yet been fulfilled for Network Telemetry [RFC9232]. From subscribing on a YANG datastore, publishing a YANG modeled notifications message from the network and viewing the data in a time series database, manual labor is needed to perform a data transformation to make a message broker and its data processing components with YANG notifications interoparable.

1.1. Document Scope

This document focuses on YANG-Push [RFC8641] as the messaging protocol between the network node and the Network Telemetry [RFC9232] data collection. It describes the main components and the aimed architecture for deploying such solution in a production network. Then, hightlights the integration of the YANG 1.1 [RFC7950] as a schema modeling language within the Apache Kafka and Confluent Schema Registry [Con18] environment.

1.2. Terminology

The key words "MUST", "MUST NOT", "REQUIRED", "SHALL", "SHALL NOT", "SHOULD", "SHOULD NOT", "RECOMMENDED", "NOT RECOMMENDED", "MAY", and "OPTIONAL" in this document are to be interpreted as described in BCP 14 [RFC2119] [RFC8174] when, and only when, they appear in all capitals, as shown here.

This document makes use of the terms defined in [RFC8639], Apache Kafka [Kaf11] and Confluent Schema Registry Documentation [ConDoc18].

The following terms are used as defined in [RFC8639].

  • Publisher

  • Receiver

  • Subscription

  • Subscription ID

  • Event stream filter

  • Notification message

The following terms are used as defined in Apache Kafka [Kaf11].

  • Producer

  • Consumer

  • Topic

  • Partition

The following terms are used as defined in Confluent Schema Registry Documentation [ConDoc18].

  • Schema

  • Schema ID

  • Schema Registry

  • Subject

1.3. Origins of YANG-Push

With [RFC3535] the IAB set the requirements for Network Management in 2003. From these requirements NETCONF [RFC6241], NETCONF Notifications [RFC5277] and RESTCONF [RFC8040] has been defined to configure through <edit-config> and retrieve operational data through <get> and NETCONF notifications through <notification> from a YANG datastore on a network node.

With YANG-Push, as defined in [RFC8639], [RFC8640] and [RFC8641], periodical and on-change subscriptions to the YANG datastore can be dynamically or statically configured. When notifications are dynamically configured, messages are published over the initially established NETCONF session, while when it is statically configured messages are published through HTTPS-based [I-D.ietf-netconf-https-notif] or UDP-based [I-D.ietf-netconf-udp-notif] transport. Section 3.7 of [RFC8641] describes push-update messages where the YANG subscribed data is being published, where Section 2.7 of [RFC8639] describes the subscription state change notifications where changes in the subscription are being described.

1.4. Origins of Apache Kafka

Apache Kafka [Kaf11] is a message broker that supports producing and consuming messages from so called topics. Each topic has one or more partitions where messages are replicated or load balanced to scale out. With the introduction of Confluent Schema Registry [Con18] a topic can contain one or more subjects. A subject refers to a Schema defining the structure of the message. The Schema then is used to validate messages sent through topics and are identified by an Schema ID. The Schema ID is issued when the Schema is registered to the Confluent Schema Registry. Once the Schema ID is obtained, it can be prefixed to the message with a Confluent Schema Registry compatible serializer. Messages can then be validated against Schema at the producer or at the consumer from a topic to ensure Schema integrity of the message. The type of Schema evolution scheme can be defined per subject, wherever non backward compatibility changes are allowed or not.

2. Motivation

There are four main objectives for native YANG-Push notifications and YANG Schema integration into Apache Kafka Message Broker.

2.1. Automatic Onboarding

Automate the Data Mesh onboarding of newly subscribed YANG metrics.

2.2. Preserve Schema

The preservation of the YANG schema, that includes the YANG data types as defined in [RFC6991] and the nested structure of the YANG module, throughout the data processing chain ensures that metrics can be processed and visualized as they were originally intended. Not only for the user but also for an automated closed loop operation action.

2.3. Preserve Semantic Information

[RFC7950] defines in Section 7.21.3 and 7.21.4 the description and reference statement. This information is intended for the user, describing in a human-readable fashion the meaning of a definition. In Data Mesh, this information can be imported from the YANG Schema Registry into a Stream Catalog where subjects within Apache Kafka are identifiable and searchable. An example of a Stream Catalog is Apache Atlas [Atl15]. It can also be applied for time series data visualization in a similar fashion.

2.4. Standardize Data Processing Integration

Since the YANG Schema is preserved for operational metrics in Apache Kafka, a standardization for integration between network data collection and stream processor or time series database is implied.

3. Elements of the Architecture

The architecture consists of 6 elements. Figure 1 gives an overview on the workflow.

   +------------------------------------------------------------+
   |                    Time Series Database                    |
   +------------------------------------------------------------+
                                  ^
                                  | (11) Ingest Data
                                  | According to Schema
   +------------------------------------------------------------+
   |                Time Series Database Ingestion              |
   +------------------------------------------------------------+
(9) Get  |  ^                                   ^ (8) Validate Kafka Message
 Schema  |  |                                   | Against Schema on Consumer
         |  |                                   |
         |  |                                   |
         |  | (10) Issue                        | (7) Produce Kafka Message
         v  | Schema             (5) Post       | with Schema ID prefixed
   +--------------------+          Schema  +--------------------+
   |       YANG         | <--------------  |  Data Collection   |
   |  Schema Registry   | -------------->  | YANG-Push Receiver |
   +--------------------+ (6) Issue        +--------------------+
                          Schema ID     (3) Get |  ^ (2) Receive YANG-Push
                                         Schema |  | Subscription Start Message
                                                |  |   ^
                                                |  |   |
                                                |  |   | (4) Publish YANG-Push
                                                v  |   | Message with Subscription ID
   +--------------------+                  +--------------------+
   |      Network       | (1) Subscribe    |   Network Node     |
   |   Orchestration    | ---------------> | YANG-Push Publisher|
   +--------------------+                  +--------------------+
Figure 1: End to End Workflow

The workflow diagram (Figure 1) describes the steps from establishing the YANG-Push subscription to Time Series Database ingestion.

3.1. YANG-Push Subscription

With step number (1) in the workflow diagram, a YANG-Push subscription is according to Section 2.4 and 2.5 of [RFC8639] dynamically or statically configured, and with step (2) subscription state change notifications are sent according to section 2.7 from the YANG-Push publisher to the receiver to inform which event stream filter has been applied to which subscription ID.

[I-D.ietf-netconf-yang-notifications-versioning] adds the capability to subscribe to a specific YANG module revision or a YANG module which needs to be backward compatible to in step (1) and adds the module name, revision and revision-label information into the subscription state change notifications in step (2).

Figure 2 provides and example how to create a YANG-Push configured subscription with NETCONF in XML [W3C.REC-xml-20081126] with UDP-based [I-D.ietf-netconf-udp-notif] transport

<rpc message-id="101"
  xmlns="urn:ietf:params:xml:ns:netconf:base:1.0">
  <edit-config>
    <target>
      <running/>
    </target>
    <config>
      <subscriptions xmlns="urn:ietf:params:xml:ns:yang:ietf-subscribed-notifications">
        <subscription>
          <id>6666</id>
          <datastore xmlns="urn:ietf:params:xml:ns:yang:ietf-yang-push"
            xmlns:ds="urn:ietf:params:xml:ns:yang:ietf-datastores">ds:operational</datastore>
          <datastore-xpath-filter xmlns="urn:ietf:params:xml:ns:yang:ietf-yang-push"
            xmlns:if="urn:ietf:params:xml:ns:yang:ietf-interfaces">/if:interfaces</datastore-xpath-filter>
          <revision xmlns="urn:ietf:params:xml:ns:yang:ietf-yang-push-revision">2018-02-20</revision>
          <transport xmlns:unt="urn:ietf:params:xml:ns:yang:ietf-udp-notif-transport">unt:udp-notif</transport>
          <encoding>encode-json</encoding>
          <receivers>
            <receiver>
              <name>subscription-specific-receiver-def</name>
              <receiver-instance-ref xmlns="urn:ietf:params:xml:ns:yang:ietf-subscribed-notif-receivers">global-udp-notif-receiver-def</receiver-instance-ref>
            </receiver>
          </receivers>
          <periodic xmlns="urn:ietf:params:xml:ns:yang:ietf-yang-push">
            <period>6000</period>
          </periodic>
        </subscription>
        <receiver-instances xmlns="urn:ietf:params:xml:ns:yang:ietf-subscribed-notif-receivers">
          <receiver-instance>
            <name>global-udp-notif-receiver-def</name>
            <udp-notif-receiver xmlns="urn:ietf:params:xml:ns:yang:ietf-udp-notif-transport">
              <address>192.0.5.1</address>
              <port>12345</port>
              <enable-segmentation>false</enable-segmentation>
              <max-segment-size/>
            </udp-notif-receiver>
          </receiver-instance>
        </receiver-instances>
      </subscriptions>
    </config>
  </edit-config>
</rpc>
Figure 2: NETCONF Example to establish configured subscription

Figure 3 provides an example of a JSON encoded, [RFC7951], subscription-started state change notification message over HTTPS-based [I-D.ietf-netconf-https-notif] or UDP-based [I-D.ietf-netconf-udp-notif] transport for the same subscription.

{
  "ietf-notification:notification": {
    "eventTime": "2023-03-25T08:30:11.22Z",
    "ietf-notification-sequencing:sysName": "example-router",
    "ietf-notification-sequencing:sequenceNumber": 1,
    "ietf-subscribed-notification:subscription-started": {
      "id": 6666,
      "ietf-yang-push:datastore": "ietf-datastores:operational",
      "ietf-yang-push:datastore-xpath-filter": "/if:interfaces",
      "ietf-yang-push-revision:revision": "2014-05-08",
      "ietf-yang-push-revision:module-name": "ietf-interfaces",
      "ietf-yang-push-revision:revision-label": "",
      "ietf-distributed-notif:message-observation-domain-id": [1,2],
      "transport": "ietf-udp-notif-transport:udp-notif",
      "encoding": "encode-json",
      "ietf-yang-push:periodic": {
        "ietf-yang-push:period": 100
      }
    }
  }
}
Figure 3: JSON YANG-Push Example for a subscription-started notification message

3.2. YANG-Push Publisher

With step number (4) in the workflow diagram, a YANG-Push push-update or push-change-update message, depending on wherever periodical or on-change subscription has been established, is sent from the YANG-Push publisher to the receiver according to Section 3.7 of [RFC8639].

[I-D.ahuang-netconf-notif-yang] defines the NETCONF notification header specified in [RFC5277] in YANG to enable JSON and CBOR encoding.

[I-D.tgraf-netconf-notif-sequencing] adds sysName, messagePublisherId and sequenceNumber in the NETCONF notification header to each message to identify from which network node and publishing process, according to [I-D.ietf-netconf-distributed-notif] a network node with distributed architecture could have multiple messagePublisherId's, the message has been published from. The sequenceNumber enables to recognize loss from the YANG-Push publisher in step (1) down to the Time Series Database Ingestion in step (11).

[I-D.tgraf-netconf-yang-push-observation-time] adds observation-time or state-changed-observation-time in the YANG-Push push-update or push-change-update message, depending on wherever periodical or on-change subscription has been established. observation-time describes when the operational metrics was obtained from the YANG datastore. Where state-changed-observation-time describes when the network state change was observed.

Figure 4 provides an example of a JSON encoded, [RFC7951], push-update notification message over HTTPS-based [I-D.ietf-netconf-https-notif] or UDP-based [I-D.ietf-netconf-udp-notif] transport for the same subscription.

{
  "ietf-notification:notification": {
    "eventTime": "2023-03-25T08:30:11.22Z",
    "ietf-notification-sequencing:sysName": "example-router",
    "ietf-notification-sequencing:sequenceNumber": 1,
    "ietf-yang-push:push-update": {
      "id": 6666,
      "ietf-yang-push-netobs-timestamping:observation-time": "2023-03-25T08:30:11.22Z",
      "datastore-contents": {
        "ietf-interfaces:interfaces": [
          {
            "interface": {
              "name": "eth0",
              "type": "iana-if-type:ethernetCsmacd",
              "oper-status": "up",
              "mtu": 1500
            }
          }
        ]
      }
    }
  }
}
Figure 4: JSON YANG-Push Example for a push-update notification message

Figure 5 provides an example of a JSON encoded, [RFC7951], push-change-update notification message over HTTPS-based [I-D.ietf-netconf-https-notif] or UDP-based [I-D.ietf-netconf-udp-notif] transport for the same subscription.

{
  "ietf-notification:notification": {
    "eventTime": "2023-03-25T08:30:11.22Z",
    "ietf-notification-sequencing:sysName": "example-router",
    "ietf-notification-sequencing:sequenceNumber": 1,
    "ietf-yang-push:push-change-update": {
      "id": 2222,
      "ietf-yang-push-netobs-timestamping:state-changed-observation-time": "2023-03-25T08:30:11.22Z",
      "datastore-contents": {
        "yang-patch": {
          "patch-id": "patch_54",
          "comment": "Changing encoding to JSON and increasing the period to 10 minutes",
          "edit": [
            {
              "edit-id": "id_change_1",
              "operation": "merge",
              "target": "/ietf-subscribed-notifications:subscriptions/subscription[id=2222]",
              "value": {
                "ietf-subscribed-notifications:encoding": "ietf-subscribed-notifications:encode-json",
                "ietf-yang-push:periodic": {
                  "period": 60000
                }
              }
            }
          ]
        }
      }
    }
  }
}
Figure 5: JSON YANG-Push Example for a push-change-update notification message

3.3. YANG-Push Receiver

For all the YANG modules and revisions of each subscription ID in the subscription state change notification received in step number (3) in the workflow diagram, all the YANG module dependencies need to be determined through the YANG Library [RFC8525], and then through NETCONF <get-schema> rpc calls according to [RFC6022] all YANG modules need to be retrieved as described in step (3) in the workflow diagram.

[I-D.lincla-netconf-yang-library-augmentation] extends the YANG Library so that not only the submodule but also the augmentation list can be obtained.

Figure 9 in Section 4.1 and YANG module in Section 5 of [RFC8641] defines the payload of YANG-push notifications where "datastore-contents" or the "value" of a "push-change-update") is "anydata". [RFC7950] Section 7.10 states that anydata represents an unknown set of nodes that can be modeled with YANG, and the model is not known at design time and that the model of the unknown set of nodes can be signaled through another protocol. This poses and issue in the schema validation of YANG-Push notifications and will be further clarified in point number (1) and (2) in Section 5.

3.4. YANG Schema Registry

Confluent Schema Registry is pluggable. Currently Supports AVRO, JSON Schema and Protobuf. The YANG support is being developed at [Yak24] as part of this architecture. Enable to register, obtain and compare [YSR24] YANG Schemas. One YANG Schema with all its augmentations is being registered per YANG-Push subscription ID. for each YANG Schema a locally significant Schema ID is being issued as described in step (6) in the workflow diagram.

curl -X POST -H "Content Type: application/vnd.schemaregistry.v1+json"
-d @ietf-interfaces@2018-02-20.json
http://localhost:8081/subjects/ietf-interfaces/
Figure 6: Register ietf-interfaces.yang into YANG Schema Registry
curl http://localhost:8081/subjects/ ubjects/ | jq
Figure 7: List all subjects YANG Schema Registry
curl http://localhost:8081/subjects/ietf-interfaces/versions
Figure 8: List versions of a given subject in YANG Schema Registry
curl http://localhost:8081/subjects/ietf-interfaces/versions/1
Figure 9: Retrieve schema of a specific subject and version in YANG Schema Registry

3.5. YANG Kafka Producer

The previously issued Schema ID is prefixed to the previously in Section 3.3 described metadata augmented YANG push push-update message and serialized to a Apache Kafka topic in step (7) of the workflow diagram.

3.6. YANG Kafka Consumer

From the Apache Kafka topic the message is being consumed and the prefixed Schema ID is being used in step (9) of the workflow diagram to retrieve the YANG Schema to validate the Schema integrity of the message.

3.7. YANG Time Series Database Ingestion

The time series database ingestion specifications are being derived with the in Section 3.6 already retrieved Schema ID and YANG-Push push-update messages can be now ingested and indexed into the database table according to their schema.

4. Project Milestones

IETF 115:

IETF 116:

IETF 118:

IETF 119:

5. Open Points

Lists all current open points to be either further researched and clarified or tested with running code.

Note to the RFC-Editor: Please remove this section before publishing.

Open Point 1:
Figure 9 in Section 4.1 and YANG module in Section 5 of [RFC8641] defines the payload of YANG-push notifications where "datastore-contents" or the "value" of a "push-change-update") is "anydata". [RFC7950] Section 7.10 states that anydata represents an unknown set of nodes that can be modeled with YANG, and the model is not known at design time and that the model of the unknown set of nodes can be signaled through another protocol. How to exchange the anydata modeled nodes between the YANG-Push publisher and the receiver given that the data nodes contained in anydata subtree is potentially incomplete (filtered out by xpath or subtree). How can a YANG-Push receiver validate the content of anydata nodes? [I-D.aelhassany-anydata-validation] addresses this by using YANG Library [RFC8525] as mechanism to exchange the YANG model of the nodes contained in anydata.
Open Point 2:
The NETCONF Notification structure is defined in [RFC5277] using a XSD Schema. For YANG-push [RFC8641], this XSD Schema has been proposed using YANG 1.1 [RFC7950] modeling language in [I-D.ahuang-netconf-notif-yang]. Examples of notifications encoded in XML are provided in Section 5 of [RFC5277]. In YANG-JSON [RFC7951], the specification does not provide any examples on how notifications should be encoded. In YANG-CBOR [RFC9254], notifications are considered "container-like" instances and examples does not show consistency with XML-based and YANG-JSON encoding notifications. Assumptions are being made in [I-D.ahuang-netconf-notif-yang] providing examples of YANG-JSON and YANG-CBOR encoded notifications. The notification structure needs consistency accross YANG encodings. Confirm findings and propose how to be addressed.
Open Point 3:
Test with running code wherever with [I-D.ietf-netconf-yang-notifications-versioning] and [I-D.lincla-netconf-yang-library-augmentation] all datastore-subtree-filter or datastore-xpath-filter referenced YANG modules and their dependencies can be fully indentified.

7. Implementation Status

Note to the RFC-Editor: Please remove this section before publishing.

7.1. YANG Schema Registry Extension

Ahmed Elhassany is developing a YANG Schema Extension in Confluent Schema Registry.

The source code can be obtained here: [YSR24], the progress report here: [YSRPR24], and was validated at the IETF 117 hackathon.

7.2. YANG-Push Receiver Parsing Library

Zhuoyao Lin developed as part of her internship a library to parse YANG-Push subscription notifications, identify YANG module dependencises with YANG Library [RFC8525] and obtain with NETCONF <get-schema> rpc calls [RFC6022] all YANG modules from YANG-Push publisher.

The source code can be obtained here: [LYP23] and was validated at the IETF 117 hackathon.

7.3. YANG Library Augmented-by Addition

Zhuoyao Lin implemented [I-D.lincla-netconf-yang-library-augmentation] in order to discover augmented-by YANG modules in YANG Library [RFC8525].

The source code can be obtained here: [YLA24] and was validated at the IETF 119 hackathon.

8. Acknowledgements

The authors would like to thank Yannick Buchs and Benoit Claise for their review and valuable comments. Alex Huang Feng, Jean Quilbeuf and Zhuoyao Lin for review and contributing code and providing examples and inputs to the open points.

9. References

9.1. Normative References

[Con18]
Yokota, R., "Confluent Schema Registry", Confluent Community and Apache Software Foundation, , <https://github.com/confluentinc/schema-registry/>.
[ConDoc18]
Yokota, R., "Confluent Schema Registry Documentation", Confluent Community and Apache Software Foundation, , <https://docs.confluent.io/platform/current/schema-registry/>.
[I-D.aelhassany-anydata-validation]
Elhassany, A., "Validating anydata in YANG Library context", Work in Progress, Internet-Draft, draft-aelhassany-anydata-validation-00, , <https://datatracker.ietf.org/doc/html/draft-aelhassany-anydata-validation-00>.
[I-D.ahuang-netconf-notif-yang]
Feng, A. H., Francois, P., Graf, T., and B. Claise, "YANG model for NETCONF Event Notifications", Work in Progress, Internet-Draft, draft-ahuang-netconf-notif-yang-04, , <https://datatracker.ietf.org/doc/html/draft-ahuang-netconf-notif-yang-04>.
[I-D.ietf-netconf-yang-notifications-versioning]
Graf, T., Claise, B., and A. H. Feng, "Support of Versioning in YANG Notifications Subscription", Work in Progress, Internet-Draft, draft-ietf-netconf-yang-notifications-versioning-03, , <https://datatracker.ietf.org/doc/html/draft-ietf-netconf-yang-notifications-versioning-03>.
[I-D.lincla-netconf-yang-library-augmentation]
Lin, Z., Claise, B., and I. D. Martinez-Casanueva, "Augmented-by Addition into the IETF-YANG-Library", Work in Progress, Internet-Draft, draft-lincla-netconf-yang-library-augmentation-01, , <https://datatracker.ietf.org/doc/html/draft-lincla-netconf-yang-library-augmentation-01>.
[I-D.tgraf-netconf-notif-sequencing]
Graf, T., Quilbeuf, J., and A. H. Feng, "Support of Hostname and Sequencing in YANG Notifications", Work in Progress, Internet-Draft, draft-tgraf-netconf-notif-sequencing-03, , <https://datatracker.ietf.org/doc/html/draft-tgraf-netconf-notif-sequencing-03>.
[I-D.tgraf-netconf-yang-push-observation-time]
Graf, T., Claise, B., and A. H. Feng, "Support of Network Observation Timestamping in YANG Notifications", Work in Progress, Internet-Draft, draft-tgraf-netconf-yang-push-observation-time-00, , <https://datatracker.ietf.org/doc/html/draft-tgraf-netconf-yang-push-observation-time-00>.
[Kaf11]
Narkhede, N., "Apache Kafka", Apache Software Foundation, , <https://kafka.apache.org/>.
[LYP23]
Lin, Z., "libyangpush", Apache Software Foundation, , <https://github.com/network-analytics/libyangpush/>.
[RFC2119]
Bradner, S., "Key words for use in RFCs to Indicate Requirement Levels", BCP 14, RFC 2119, DOI 10.17487/RFC2119, , <https://www.rfc-editor.org/info/rfc2119>.
[RFC6022]
Scott, M. and M. Bjorklund, "YANG Module for NETCONF Monitoring", RFC 6022, DOI 10.17487/RFC6022, , <https://www.rfc-editor.org/info/rfc6022>.
[RFC7950]
Bjorklund, M., Ed., "The YANG 1.1 Data Modeling Language", RFC 7950, DOI 10.17487/RFC7950, , <https://www.rfc-editor.org/info/rfc7950>.
[RFC7951]
Lhotka, L., "JSON Encoding of Data Modeled with YANG", RFC 7951, DOI 10.17487/RFC7951, , <https://www.rfc-editor.org/info/rfc7951>.
[RFC8174]
Leiba, B., "Ambiguity of Uppercase vs Lowercase in RFC 2119 Key Words", BCP 14, RFC 8174, DOI 10.17487/RFC8174, , <https://www.rfc-editor.org/info/rfc8174>.
[RFC8639]
Voit, E., Clemm, A., Gonzalez Prieto, A., Nilsen-Nygaard, E., and A. Tripathy, "Subscription to YANG Notifications", RFC 8639, DOI 10.17487/RFC8639, , <https://www.rfc-editor.org/info/rfc8639>.
[RFC8641]
Clemm, A. and E. Voit, "Subscription to YANG Notifications for Datastore Updates", RFC 8641, DOI 10.17487/RFC8641, , <https://www.rfc-editor.org/info/rfc8641>.
[RFC9254]
Veillette, M., Ed., Petrov, I., Ed., Pelov, A., Bormann, C., and M. Richardson, "Encoding of Data Modeled with YANG in the Concise Binary Object Representation (CBOR)", RFC 9254, DOI 10.17487/RFC9254, , <https://www.rfc-editor.org/info/rfc9254>.
[Yak24]
Feng, F., "Yangkit", Apache Software Foundation, , <https://github.com/yang-central/yangkit/>.
[YLA24]
Lin, Z., "libyangpush", Apache Software Foundation, , <https://github.com/Zephyre777/draft-lincla-netconf-yang-library-augmentation/>.
[YSR24]
Elhassany, A., "YANG Schema Registry Extension", Apache Software Foundation, , <https://github.com/confluentinc/schema-registry-yang-format/>.
[YSRPR24]
Elhassany, A., "YANG Schema Registry Extension Progress Report", , <https://github.com/network-analytics/draft-daisy-kafka-yang-integration/blob/main/YANG%20Schema%20registry%20integration.pdf>.

9.2. Informative References

[Atl15]
Hortonworks, "Apache Atlas", Apache Software Foundation, , <https://atlas.apache.org/>.
[Deh22]
Dehghani, Z., "Data Mesh", O'Reilly Media, ISBN 9781492092391, , <https://www.oreilly.com/library/view/data-mesh/9781492092384/>.
[I-D.ietf-netconf-distributed-notif]
Zhou, T., Zheng, G., Voit, E., Graf, T., and P. Francois, "Subscription to Distributed Notifications", Work in Progress, Internet-Draft, draft-ietf-netconf-distributed-notif-08, , <https://datatracker.ietf.org/doc/html/draft-ietf-netconf-distributed-notif-08>.
[I-D.ietf-netconf-https-notif]
Jethanandani, M. and K. Watsen, "An HTTPS-based Transport for YANG Notifications", Work in Progress, Internet-Draft, draft-ietf-netconf-https-notif-15, , <https://datatracker.ietf.org/doc/html/draft-ietf-netconf-https-notif-15>.
[I-D.ietf-netconf-udp-notif]
Zheng, G., Zhou, T., Graf, T., Francois, P., Feng, A. H., and P. Lucente, "UDP-based Transport for Configured Subscriptions", Work in Progress, Internet-Draft, draft-ietf-netconf-udp-notif-12, , <https://datatracker.ietf.org/doc/html/draft-ietf-netconf-udp-notif-12>.
[Rab07]
VMware, "RabbitMQ", Mozilla Public License, , <https://rabbitmq.com/>.
[RFC3535]
Schoenwaelder, J., "Overview of the 2002 IAB Network Management Workshop", RFC 3535, DOI 10.17487/RFC3535, , <https://www.rfc-editor.org/info/rfc3535>.
[RFC5277]
Chisholm, S. and H. Trevino, "NETCONF Event Notifications", RFC 5277, DOI 10.17487/RFC5277, , <https://www.rfc-editor.org/info/rfc5277>.
[RFC6241]
Enns, R., Ed., Bjorklund, M., Ed., Schoenwaelder, J., Ed., and A. Bierman, Ed., "Network Configuration Protocol (NETCONF)", RFC 6241, DOI 10.17487/RFC6241, , <https://www.rfc-editor.org/info/rfc6241>.
[RFC6991]
Schoenwaelder, J., Ed., "Common YANG Data Types", RFC 6991, DOI 10.17487/RFC6991, , <https://www.rfc-editor.org/info/rfc6991>.
[RFC8040]
Bierman, A., Bjorklund, M., and K. Watsen, "RESTCONF Protocol", RFC 8040, DOI 10.17487/RFC8040, , <https://www.rfc-editor.org/info/rfc8040>.
[RFC8525]
Bierman, A., Bjorklund, M., Schoenwaelder, J., Watsen, K., and R. Wilton, "YANG Library", RFC 8525, DOI 10.17487/RFC8525, , <https://www.rfc-editor.org/info/rfc8525>.
[RFC8640]
Voit, E., Clemm, A., Gonzalez Prieto, A., Nilsen-Nygaard, E., and A. Tripathy, "Dynamic Subscription to YANG Events and Datastores over NETCONF", RFC 8640, DOI 10.17487/RFC8640, , <https://www.rfc-editor.org/info/rfc8640>.
[RFC9232]
Song, H., Qin, F., Martinez-Julia, P., Ciavaglia, L., and A. Wang, "Network Telemetry Framework", RFC 9232, DOI 10.17487/RFC9232, , <https://www.rfc-editor.org/info/rfc9232>.
[W3C.REC-xml-20081126]
Bray, T., Paoli, J., Sperberg-McQueen, M., Maler, E., and F. Yergeau, "Extensible Markup Language (XML) 1.0 (Fifth Edition)", World Wide Web Consortium Recommendation REC-xml-20081126, , <https://www.w3.org/TR/2008/REC-xml-20081126>.

Authors' Addresses

Thomas Graf
Swisscom
Binzring 17
CH-8045 Zurich
Switzerland
Ahmed Elhassany
Swisscom
Binzring 17
CH- Zuerich 8045
Switzerland