Network Working Group A. Ryan Internet-Draft Disney Streaming Updates: 8006, 8008 (if approved) B. Rosenblum Intended status: Standards Track Vecima Expires: 23 March 2023 N. Sopher Qwilt 19 September 2022 CDNI Capacity Capability Advertisement Extensions draft-cdni-capacity-insights-extensions-01 Abstract Open Caching architecture is a use case of Content Delivery Networks Interconnection (CDNI) in which the commercial Content Delivery Network (CDN) is the upstream CDN (uCDN) and the ISP caching layer serves as the downstream CDN (dCDN). This document supplements to the CDNI Capability Objects defined in RFC 8008 the defined capability objects structure and interface for advertisements and management of a downstream CDN capacity. 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 23 March 2023. Copyright Notice Copyright (c) 2022 IETF Trust and the persons identified as the document authors. All rights reserved. This document is subject to BCP 78 and the IETF Trust's Legal Provisions Relating to IETF Documents (https://trustee.ietf.org/ license-info) in effect on the date of publication of this document. Please review these documents carefully, as they describe your rights Ryan, et al. Expires 23 March 2023 [Page 1] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 and restrictions with respect to this document. Code Components extracted from this document must include Revised BSD License text as described in Section 4.e of the Trust Legal Provisions and are provided without warranty as described in the Revised BSD License. Table of Contents 1. Introduction . . . . . . . . . . . . . . . . . . . . . . . . 2 1.1. Terminology . . . . . . . . . . . . . . . . . . . . . . . 3 1.2. Requirements Language . . . . . . . . . . . . . . . . . . 3 1.3. Objectives . . . . . . . . . . . . . . . . . . . . . . . 4 2. CDNI Additional Capability Objects . . . . . . . . . . . . . 4 2.1. Telemetry Capability Object . . . . . . . . . . . . . . . 5 2.1.1. Telemetry Source Object . . . . . . . . . . . . . . . 5 2.1.1.1. Telemetry Source Types . . . . . . . . . . . . . 6 2.1.1.2. Telemetry Source Metric Object . . . . . . . . . 7 2.1.2. Telemetry Capability Object Serialization . . . . . . 8 2.2. CapacityLimits Capability Object . . . . . . . . . . . . 9 2.2.1. Capacity Limit Object . . . . . . . . . . . . . . . . 9 2.2.1.1. Capacity Limit Types . . . . . . . . . . . . . . 11 2.2.1.2. Capacity Limit Telemetry Source Object . . . . . 11 2.2.1.3. Capacity Limit Scope Object . . . . . . . . . . . 12 2.2.2. Capacity Limit Object Serialization . . . . . . . . . 13 3. IANA Considerations . . . . . . . . . . . . . . . . . . . . . 14 3.1. CDNI Payload Types . . . . . . . . . . . . . . . . . . . 14 3.1.1. CDNI FCI Telemetry Payload Type . . . . . . . . . . . 15 3.1.2. CDNI FCI Capacity Limits Payload Type . . . . . . . . 15 4. Security Considerations . . . . . . . . . . . . . . . . . . . 15 5. Acknowledgements . . . . . . . . . . . . . . . . . . . . . . 15 6. References . . . . . . . . . . . . . . . . . . . . . . . . . 15 6.1. Normative References . . . . . . . . . . . . . . . . . . 15 6.2. Informative References . . . . . . . . . . . . . . . . . 16 Authors' Addresses . . . . . . . . . . . . . . . . . . . . . . . 17 1. Introduction The Streaming Video Alliance [SVA] is a global association that works to solve streaming video challenges in an effort to improve end-user experience and adoption. The Open Caching Working Group [OCWG] of the Streaming Video Alliance [SVA] is focused on the delegation of video delivery requests from commercial CDNs to a caching layer at the ISP's network. Open Caching architecture is a specific use case of CDNI where the commercial CDN is the upstream CDN (uCDN) and the ISP caching layer is the downstream CDN (dCDN). While delegating traffic from one CDN to the other, it is important to make sure that an appropriate amount of traffic is delegated. In order to achieve that, the SVA Open Caching Capacity Insight Specification [OC-CII] defines a feedback mechanism to inform the delegator how much traffic Ryan, et al. Expires 23 March 2023 [Page 2] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 is appropriate to delegate. The traffic level information provided by that interface will be consumed by entities, such as the Open Caching Request router [OC-RR], to help inform that entity's traffic delegation decisions. This document defines and registers CDNI Payload Types (as defined at section 7.1 of [RFC8006]). These Payload types are used for Capability Objects added to those defined at section 4 of [RFC8008], which are required for the Open Caching Capacity Insights Interface [OC-CII]. For consistency with other CDNI documents this document follows the CDNI convention of uCDN (upstream CDN) and dCDN (downstream CDN) to represent the commercial CDN and ISP caching layer respectively. This document registers two CDNI Payload Types (section 7.1 of [RFC8006]) for the defined capability objects: * Telemetry Payload Type: A payload type for the capability object which defines supported telemetry sources, the metrics made available by that source, and corresponding configuration appropriate to the type of the source (host, port, protocol, etc..). * CapacityLimits Payload Type: a payload type for the capability object which defines Capacity Limits based on a set of defined limit types and a mapping from those limits to corresponding telemetry sources for supporting real-time metrics. 1.1. Terminology The following terms are used throughout this document: * CDN - Content Delivery Network Additionally, this document reuses the terminology defined in [RFC6707], [RFC7336], [RFC8006], [RFC8007], [RFC8008], and [RFC8804]. Specifically, we use the following CDNI acronyms: * uCDN, dCDN - Upstream CDN and Downstream CDN respectively (see [RFC7336] ) 1.2. Requirements Language 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. Ryan, et al. Expires 23 March 2023 [Page 3] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 1.3. Objectives In order to enable information exchange between a uCDN and a dCDN about acceptable levels of traffic to delegate, the following process has been defined: In normal operation a uCDN will communicate with a dCDN, via an interface, to collect and understand any limits that a dCDN has set forth for traffic delegation from a uCDN. These limits will come in the form of metrics such as bits per second, requests per second, etc.. These limits can be thought of as Not to Exceed (NTE) limits. The dCDN should provide access to a telemetry source, of near real time metrics, that the uCDN can use to track current usage. The uCDN should compare its current usage to the limits the dCDN has put forth and adjust traffic delegation decisions accordingly to keep current usage under the specified limits. In summary, the dCDN will provide the uCDN limits on how much traffic it should delegate towards the dCDN and then also provide a telemetry source that is coupled to the same scope as the limit, so that the uCDN can use it to track its current usage against the advertised limit. Having a limit and a corresponding telemetry source for that limit allows for a non ambiguous definition of what a particular limit means for both the uCDN and dCDN. Limits that are communicated from the dCDN to the uCDN should be considered valid based on the TTL of the response. The TTL of the response will be provided by the transport mechanism for the response , i.e., an HTTP Cache-Control header. The intention is that the limits would have a long lived TTL and would represent a reasonable peak utilization limit that the uCDN should target. In the event a dCDN needs to inform a uCDN of an update to a previously communicated limit, the dCDN SHOULD be able to leverage a uCDN callback endpoint to inform the uCDN of adjusted limits. The most common use case for this would be related to dCDN infrastructure issues which reduced the amount of capacity previously advertised as being available. 2. CDNI Additional Capability Objects Section 5 of [RFC8008] describes the FCI Capability Advertisement Object, which contains a CDNI Capability Object as well as the capability object type (a CDNI Payload Type). The section also defines the Capability Objects per such type. Below we define two additional Capability Objects. Ryan, et al. Expires 23 March 2023 [Page 4] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 Note: In the following sections, the term "mandatory-to-specify" is used to convey which properties MUST be included when serializing a given capability object. When mandatory-to-specify is defined as "Yes" for an individual property, it means that if the object containing that property is included in an FCI message, then the mandatory-to-specify property MUST also be included. 2.1. Telemetry Capability Object The Telemetry Capability Object is used to define a list of telemetry sources made available by the dCDN to the uCDN. In this document, Telemetry data is being defined as near real time aggregated metrics of dCDN utilization, such as bits per second egress, and should be specific to the uCDN and dCDN traffic delegation relationship. Telemetry data is uniquely defined by a source id, a metrics name, along with the footprints that are associated with an FCI.Capability advertisement. When defining a Capacity Limit, the meaning of a limit might be considered ambiguous if the uCDN and dCDN are defining current usage via different data sources. Having the dCDN provide a data source defining usage that both itself and the uCDN reference allows a non ambiguous metric to use when determining current usage and how that compared to a limit. Telemetry data is not only an important component for making informed traffic delegation decisions but also for providing visibility to traffic that has been delegated back through to upstream providers. In situations where there are multiple CDNI delegations, a uCDN will need to incorporate the usage information from any dCDN's it delegated to when itself is asked to provide usage information otherwise, the traffic may seem unaccounted for. An example of this situation is when a Content Provider delegates traffic directly to a CDN, and that CDN decides to further delegate that traffic to a dCDN, if the Content Provider polls the uCDN for traffic usage, if the uCDN does not integrate the Telemetry data of the dCDN it delegated to, any of the traffic the uCDN delegated to its dCDN would become invisible to the Content Provider. Property: sources Description: Telemetry sources made available to the uCDN. Type: A JSON array of Telemetry Source objects (see Section 2.1.1). Mandatory-to-Specify: Yes. 2.1.1. Telemetry Source Object The Telemetry Source Object is built of an associated type, a list of exposed metrics, and type-specific configuration data. Ryan, et al. Expires 23 March 2023 [Page 5] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 Property: id Description: A unique identifier of a telemetry source. Type: String. Mandatory-to-Specify: Yes. Property: type Description: A valid telemetry source type. See Section 2.1.1.1. Type: String. Mandatory-to-Specify: Yes. Property: metrics Description: The metrics exposed by this source. Type: A JSON array of Telemetry Source Metric objects (see Section 2.1.1.2). Mandatory-to-Specify: Yes. Property: configuration Description: a source-specific representation of the Telemetry source configuration. For the generic source type, this configuration format is defined out-of-band. For other types, the configuration format will be specified in a yet to be defined Telemetry Interface specification. The goal of this element is to allow for forward compatibility with a formal Telemetry interface. Type: A JSON object: TBD Mandatory-to-Specify: No. 2.1.1.1. Telemetry Source Types Below are the listed valid telemetry source types. At the time of this draft, the type registry is limited to a single type of Generic. The intention of this type registry is to allow for future extension to reference a yet to be drafted specification for a CDNI Telemetry interface, which would standardize the definition, format,etc of Telemetry data between participants of a CDNI workflow. Ryan, et al. Expires 23 March 2023 [Page 6] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 +=============+======================================+ | Source Type | Description | +=============+======================================+ | generic | An object which allows for | | | advertisement of generic datasources | +-------------+--------------------------------------+ Table 1 2.1.1.2. Telemetry Source Metric Object The Telemetry Source Metric Object describes the metric to be exposed. Property: name Description: An identifier unique within this telemetry source. Type: String. Mandatory-to-Specify: Yes. Property: time-granularity Description: Represents the time frame that the data represents in seconds. e.g., is this a data set over 300 seconds (i.e., 5 minutes), 3600 seconds (i.e., one hour), etc.. Type: Integer. Mandatory-to-Specify: No. Property: data-percentile Description: The percentile calculation the data represents, i.e. 50 percentile would equate to the median over the time- granularity. Lack of a data-percentile will mean that the data is the average over the time representation. Type: Integer. Mandatory-to-Specify: No. Property: latency Ryan, et al. Expires 23 March 2023 [Page 7] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 Description: Time in seconds that the data is behind of real time. This is important to specify to help the uCDN to understand how long it might take to reflect traffic adjustments in the metrics. Type: Integer. Mandatory-to-Specify: No. 2.1.2. Telemetry Capability Object Serialization The following shows an example of Telemetry Capability including 2 metrics for a source, that is scoped to a footprint. "capabilities": [ { "capability-type": "FCI.Telemetry", "capability-value": { "sources": [ { "id": "capacity_metrics_region1", "type": "generic", "metrics": [ { "name": "egress_5m", "time-granularity": 300, "data-percentile": 50, "latency": 1500 }, { "name": "requests_5m", ... } ] } ] }, "footprints": [ ] } ] Ryan, et al. Expires 23 March 2023 [Page 8] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 2.2. CapacityLimits Capability Object The Capacity Limits Capability Object enables the dCDN to specify traffic delegation limits to a uCDN within an FCI.Capabilities advertisement. The limits specified by the dCDN will inform the uCDN on how much traffic can be delegated to the dCDN. The limits specified by the dCDN should be considered Not To Exceed (NTE) limits. The limits should be based on near real time telemetry data that the dCDN provides to the uCDN, or in other words, for each limit that is advertised, there should also exist a telemetry source which provides data of current utilization against the particular advertised limit. Property: limits Description: A collection of Capacity Limit objects. Type: A JSON array of CapacityLimit objects (see Section 2.2.1). Mandatory-to-Specify: Yes. 2.2.1. Capacity Limit Object A CapacityLimit object is used to represent traffic limits for delegation from the uCDN towards the dCDN. By default the limit object will be scoped to the footprint associated with the FCI capability advertisement encompassing this object. The limit object can contain an optional scoping parameter which will allow specification of a limit for a subset of the encompassing footprint. Limits will be considered using a logical AND, such that a uCDN will need to ensure that all the limits are considered and honored rather than choosing the most specific only. There SHOULD be at least one limit object without an optional scope per capability-value which will define the overall limit for the footprint. Property: scope Description: Defines an additional scope requirement for a limit within the FCI footprint context. This MAY be specified if a dCDN would like to specify a more granular limit than what is currently possible via an FCI footprint alone. An example of using the optional scope would be to specify a limit that should be applied to a specific published hostname within a particular FCI footprint. A limit object that does not contain this optional scope, should be considered to apply to the entire encompassing footprint associated with the capability advertisement Ryan, et al. Expires 23 March 2023 [Page 9] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 Type: Capacity Limit Scope object (see Section 2.2.1.3). Mandatory-to-Specify: No. Property: limit-type Description: The units of maximum-hard and maximum-soft. Type: String. One of the values listed in Section 2.2.1.1. Mandatory-to-Specify: Yes. Property: id Description: Specifies a unique identifier associated with a limit. The is CAN be used as a relational identifier to a specific Section 2.2.1. Type: String. Mandatory-to-Specify: No. Property: maximum-hard Description: The maximum unit of capacity that is available for use. Type: Integer. Mandatory-to-Specify: Yes. Property: maximum-soft Description: A soft limit at which an upstream should consider deducing traffic to prevent hitting the hard limit. Type: Integer. Mandatory-to-Specify: No. Property: current Description: Specifies the current usage value of the limit. It is not recommended to specify the current usage value inline with the FCI.CapacityLimits advertisements as it will reduce the ability to cache the response. The intended method for providing telemetry data is to reference a Section 2.2.1.2 to poll for the current usage. Ryan, et al. Expires 23 March 2023 [Page 10] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 Type: Integer. Mandatory-to-Specify: No. Property: telemetry-source Description: Mapping of each a particular limit to a specific metric with relevant real-time data provided by a telemetry source. Type: Capacity Limit Telemetry Source object (see Section 2.2.1.2). Mandatory-to-Specify: No. 2.2.1.1. Capacity Limit Types Below are listed the valid capacity limit types. Additional limits would need to be specified and extended into this list. The values specified here represent the types that were identified as being the most relevant metrics for the purposes of traffic delegation between CDNs. +=================+=====================+ | Limit Type | Units | +=================+=====================+ | egress | Bits per second | +-----------------+---------------------+ | requests | Requests per second | +-----------------+---------------------+ | storage-size | Total bytes | +-----------------+---------------------+ | storage-objects | Count | +-----------------+---------------------+ | sessions | Count | +-----------------+---------------------+ | cache-size | Total bytes | +-----------------+---------------------+ Table 2 2.2.1.2. Capacity Limit Telemetry Source Object The Capacity Limit Telemetry Source Object refers to a specific metric within a Telemetry Source. Property: id Ryan, et al. Expires 23 March 2023 [Page 11] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 Description: Reference to the "id" of a telemetry source defined by a Telemetry Capability object. Type: String. Mandatory-to-Specify: Yes. Property: metric Description: Reference to the "name" property of a metric defined within a telemetry source of an FCI.Telemetry Capability object. Type: String. Mandatory-to-Specify: Yes. 2.2.1.3. Capacity Limit Scope Object A CapacityLimitScope object is used to define a more granular scope for a limit within the encompassing footprint. The object will define what type of scope is being declared (published host, service ids, etc..) and will then contain an array of items of the type defined (publishedhostA.cdn.com, publishedhostB.cdn.com,..). The scope types are meant to be extendible and reference already established identifiers commonly used in delivery via a CDN. The scope types MUST be mutually understood between the uCDN and dCDN. Property: type Description: Defines the type of scope definition. Type: String. One of the values listed in Section 2.2.1.3.1. Mandatory-to-Specify: Yes. Property: values Description: A collection of values of Section 2.2.1.3.1. Type: A JSON array of strings of (see Section 2.2.1.3.1). Mandatory-to-Specify: Yes. Ryan, et al. Expires 23 March 2023 [Page 12] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 2.2.1.3.1. Capacity Limit Scope Types Below are listed the valid capacity limit types. Additional limits would need to be specified and extended into this list. The values specified here represent the types that were identified as being the most relevant metrics for the purposes of traffic delegation between CDNs. The most recognized value will be the published-host, while the other values listed correspond to identifiers commonly used with commercial CDN providers that either reference a specific configuration or a logical grouping of configurations. +================+===============================+ | Scope Type | Description | +================+===============================+ | published-host | CDN-Domain | +----------------+-------------------------------+ | service-id | an identifier associated with | | | a group of configurations | +----------------+-------------------------------+ | property-id | an identifier associated with | | | a specific configuration | +----------------+-------------------------------+ Table 3 2.2.2. Capacity Limit Object Serialization The following shows an example of an FCI.CapacityLimits object. "capabilities":[ { "capability-type":"FCI.CapacityLimits", "capability-value":{ "limits":[ { "id":"capacity_limit_region1", "limit-type":"egress", "maximum-hard":50000000000, "maximum-soft":25000000000, "telemetry-source":{ "id":"capacity_metrics_region1", "metric":"egress_5m" } }, { "id":"capacity_limit_region1", "scope":{ "type":"published-host", Ryan, et al. Expires 23 March 2023 [Page 13] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 "values":[ "serviceA.cdn.example.com" ] }, "limit-type":"egress", "maximum-hard":20000000000, "maximum-soft":10000000000, "telemetry-source":{ "id":"capacity_metrics_region1", "metric":"egress_service2_5m" } }, { "scope":{ "type":"service-id", "Values":[ "abcd4567ef9a" ] }, "limit-type":"egress", "maximum-hard":30000000000, "maximum-soft":15000000000, "current":20000000000, "telemetry-source":{ "id":"capacity_metrics_region3", "metric":"egress_service3_5m" } } ] }, "footprints":[ "" ] } ] 3. IANA Considerations 3.1. CDNI Payload Types similar to the type definitions described in section 7.1 of [RFC8006] as well as the types described in section 6.1 of [RFC8008]. This document requests the registration of the two additional payload types: Ryan, et al. Expires 23 March 2023 [Page 14] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 +====================+===============+ | Payload Type | Specification | +====================+===============+ | FCI.Telemetry | RFCthis | +--------------------+---------------+ | FCI.CapacityLimits | RFCthis | +--------------------+---------------+ Table 4 [RFC Editor: Please replace RFCthis with the published RFC number for this document.] 3.1.1. CDNI FCI Telemetry Payload Type Purpose: The purpose of this Payload Type is to list the supported telemetry sources and the metrics made available by each source). Interface: FCI. Encoding: See section Section 2.1. 3.1.2. CDNI FCI Capacity Limits Payload Type Purpose: The purpose of this Payload Type is to define Capacity Limits based on a utilization metrics corresponding to telemetry sources provided by the dCDN. Interface: FCI. Encoding: See section Section 2.2. 4. Security Considerations This specification is in accordance with the CDNI Request Routing: Footprint and Capabilities Semantics. As such, it is subject to the security and privacy considerations as defined in Section 8 of [RFC8006] and in Section 7 of [RFC8008] respectively. 5. Acknowledgements The authors would like to express their gratitude to TBD for TBD (their guidance / contribution / reviews ...) 6. References 6.1. Normative References Ryan, et al. Expires 23 March 2023 [Page 15] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 [RFC2119] Bradner, S., "Key words for use in RFCs to Indicate Requirement Levels", BCP 14, RFC 2119, DOI 10.17487/RFC2119, March 1997, . [RFC8006] Niven-Jenkins, B., Murray, R., Caulfield, M., and K. Ma, "Content Delivery Network Interconnection (CDNI) Metadata", RFC 8006, DOI 10.17487/RFC8006, December 2016, . [RFC8007] Murray, R. and B. Niven-Jenkins, "Content Delivery Network Interconnection (CDNI) Control Interface / Triggers", RFC 8007, DOI 10.17487/RFC8007, December 2016, . [RFC8008] Seedorf, J., Peterson, J., Previdi, S., van Brandenburg, R., and K. Ma, "Content Delivery Network Interconnection (CDNI) Request Routing: Footprint and Capabilities Semantics", RFC 8008, DOI 10.17487/RFC8008, December 2016, . [RFC8174] Leiba, B., "Ambiguity of Uppercase vs Lowercase in RFC 2119 Key Words", BCP 14, RFC 8174, DOI 10.17487/RFC8174, May 2017, . [RFC8804] Finkelman, O. and S. Mishra, "Content Delivery Network Interconnection (CDNI) Request Routing Extensions", RFC 8804, DOI 10.17487/RFC8804, September 2020, . 6.2. Informative References [OC-CII] Ryan, A., Ed., Rosenblum, B., Goldstein, G., Roskin, R., and G. Bichot, "Open Caching Capacity Insights - Functional Specification (Placeholder before publication)", . [OC-RR] Finkelman, O., Ed., Hofmann, J., Klein, E., Mishra, S., Ma, K., Sahar, D., and B. Zurat, "Open Caching Request Routing - Functional Specification", Version 1.1, 4 October 2019, . [OCWG] "Open Caching Home Page", . Ryan, et al. Expires 23 March 2023 [Page 16] Internet-Draft CDNI Capacity Capability Advertisement E September 2022 [RFC6707] Niven-Jenkins, B., Le Faucheur, F., and N. Bitar, "Content Distribution Network Interconnection (CDNI) Problem Statement", RFC 6707, DOI 10.17487/RFC6707, September 2012, . [RFC7336] Peterson, L., Davie, B., and R. van Brandenburg, Ed., "Framework for Content Distribution Network Interconnection (CDNI)", RFC 7336, DOI 10.17487/RFC7336, August 2014, . [SVA] "Streaming Video Alliance Home Page", . Authors' Addresses Andrew Ryan Disney Streaming 1211 Avenue of the Americas New York , NY 10036 United States of America Email: andrew@andrewnryan.com Ben Rosenblum Vecima 4375 River Green Pkwy #100 Duluth , GA 30096 United States of America Email: ben@rosenblum.dev Nir B. Sopher Qwilt 6, Ha'harash Hod HaSharon 4524079 Israel Email: nir@apache.org Ryan, et al. Expires 23 March 2023 [Page 17]