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Open Policy Agent (OPA) 入門
- 1. ©2021 VMware, Inc.
Open Policy Agent (OPA) ⼊⾨
Motonori Shindo / motonori_shindo
VMware DevOps Meetup #7
2021/01/20
- 3. 3
©2021 VMware, Inc.
What is Policy ?
何かしらによって課される制約に対して、どうある
べきかを規定するもの
• 法律、条例
• ビジネスルール
• アプリケーション要求
• 地域的制約
• セキュリティ的要件
• …
Photo by Scott Graham on Unsplash
- 5. 5
©2021 VMware, Inc.
Open Policy Agent (OPA) とは
Domain Agnositc な Policy Engine
OPA は Policy Decision だけを⾏い、Policy
Enforcement には関与しない
Rego という Datalog Inspired な宣⾔的 Policy ⾔
語を持つ
オープンソース
利⽤⽅法
Library (Go)、REST API、Wasm
Source: https://www.openpolicyagent.org/docs/latest/
- 6. 6
©2021 VMware, Inc.
Rego Primer by example
Network, Server, App Toplogies
{
"servers": [
{ "id": "web",
"proto": ["https", "ssh"],
"ports": ["p1", "p2"]},
{ "id": "app",
"proto": ["tomcat"],
"ports": ["p3"]},
{ "id": "db",
"proto": ["mysql"],
"ports": ["p4"]}
],
"networks": [
{"id": "net1", "public": true},
{"id": "net2", "public": false}
],
"ports": [
{"id": "p1", "network": "net1"},
{"id": "p2", "network": "net2"},
{"id": "p3", "network": "net2"},
{"id": "p4", "network": "net2"}
]
}
JSON
web app db
p1 p2 p3 p4
Net1 (public)
Net2 (private)
https ssh tomcat mysql
Internet
- 7. 7
©2021 VMware, Inc.
Rego Primer by example (1)
Complete Rules, Arrays, Logical AND, Assignments, Anonymous Variable, Packages
package example.rules
any_public_networks = true {
net := input.networks[_]
net.public
}
{
"servers": [
{ "id": "web",
"proto": ["https", "ssh"],
"ports": ["p1", "p2"]},
{ "id": "app",
"proto": ["tomcat"],
"ports": ["p3"]},
{ "id": "db",
"proto": ["mysql"],
"ports": ["p4"]}
],
"networks": [
{"id": "net1", "public": true},
{"id": "net2", "public": false}
],
"ports": [
{"id": "p1", "network": "net1"},
{"id": "p2", "network": "net2"},
{"id": "p3", "network": "net2"},
{"id": "p4", "network": "net2"}
]
}
{
"any_public_networks": true
}
Policy Input
Output
- 8. 8
©2021 VMware, Inc.
Rego Primer by example (1)
Complete Rules, Arrays, Logical AND, Assignments, Anonymous Variable, Packages
package example.rules
any_public_networks = true {
net := input.networks[_]
net.public
}
{
"servers": [
{ "id": "web",
"proto": ["https", "ssh"],
"ports": ["p1", "p2"]},
{ "id": "app",
"proto": ["tomcat"],
"ports": ["p3"]},
{ "id": "db",
"proto": ["mysql"],
"ports": ["p4"]}
],
"networks": [
{"id": "net1", "public": true},
{"id": "net2", "public": false}
],
"ports": [
{"id": "p1", "network": "net1"},
{"id": "p2", "network": "net2"},
{"id": "p3", "network": "net2"},
{"id": "p4", "network": "net2"}
]
}
{
"any_public_networks": true
}
Policy Input
Output
Complete Rule:
<head> = <term> { <body> }
<body> が true であれば <head> = <term> になる。
”= true” は省略可能。
- 9. 9
©2021 VMware, Inc.
Rego Primer by example (1)
Complete Rules, Arrays, Logical AND, Assignments, Anonymous Variable, Packages
package example.rules
any_public_networks = true {
net := input.networks[_]
net.public
}
{
"servers": [
{ "id": "web",
"proto": ["https", "ssh"],
"ports": ["p1", "p2"]},
{ "id": "app",
"proto": ["tomcat"],
"ports": ["p3"]},
{ "id": "db",
"proto": ["mysql"],
"ports": ["p4"]}
],
"networks": [
{"id": "net1", "public": true},
{"id": "net2", "public": false}
],
"ports": [
{"id": "p1", "network": "net1"},
{"id": "p2", "network": "net2"},
{"id": "p3", "network": "net2"},
{"id": "p4", "network": "net2"}
]
}
{
"any_public_networks": true
}
Policy Input
Output
“input” は予約されたグローバル変数。
- 10. 10
©2021 VMware, Inc.
Rego Primer by example (1)
Complete Rules, Arrays, Logical AND, Assignments, Anonymous Variable, Packages
package example.rules
any_public_networks = true {
net := input.networks[_]
net.public
}
{
"servers": [
{ "id": "web",
"proto": ["https", "ssh"],
"ports": ["p1", "p2"]},
{ "id": "app",
"proto": ["tomcat"],
"ports": ["p3"]},
{ "id": "db",
"proto": ["mysql"],
"ports": ["p4"]}
],
"networks": [
{"id": "net1", "public": true},
{"id": "net2", "public": false}
],
"ports": [
{"id": "p1", "network": "net1"},
{"id": "p2", "network": "net2"},
{"id": "p3", "network": "net2"},
{"id": "p4", "network": "net2"}
]
}
{
"any_public_networks": true
}
Policy Input
Output
[ ] は配列を表す。‘_’ は無名変数。後に参
照する必要がなければ無名変数を使うこと
ができる。
- 11. 11
©2021 VMware, Inc.
Rego Primer by example (1)
Complete Rules, Arrays, Logical AND, Assignments, Anonymous Variable, Packages
package example.rules
any_public_networks = true {
net := input.networks[_]
net.public
}
{
"servers": [
{ "id": "web",
"proto": ["https", "ssh"],
"ports": ["p1", "p2"]},
{ "id": "app",
"proto": ["tomcat"],
"ports": ["p3"]},
{ "id": "db",
"proto": ["mysql"],
"ports": ["p4"]}
],
"networks": [
{"id": "net1", "public": true},
{"id": "net2", "public": false}
],
"ports": [
{"id": "p1", "network": "net1"},
{"id": "p2", "network": "net2"},
{"id": "p3", "network": "net2"},
{"id": "p4", "network": "net2"}
]
}
{
"any_public_networks": true
}
Policy Input
Output
<body> 中の複数⾏の <expression> は、Logical
AND として解釈される。”<express1> ;
<expression2>” と書いても同様。
- 12. 12
©2021 VMware, Inc.
Rego Primer by example (1)
Complete Rules, Arrays, Logical AND, Assignments, Anonymous Variable, Packages
package example.rules
any_public_networks = true {
net := input.networks[_]
net.public
}
{
"servers": [
{ "id": "web",
"proto": ["https", "ssh"],
"ports": ["p1", "p2"]},
{ "id": "app",
"proto": ["tomcat"],
"ports": ["p3"]},
{ "id": "db",
"proto": ["mysql"],
"ports": ["p4"]}
],
"networks": [
{"id": "net1", "public": true},
{"id": "net2", "public": false}
],
"ports": [
{"id": "p1", "network": "net1"},
{"id": "p2", "network": "net2"},
{"id": "p3", "network": "net2"},
{"id": "p4", "network": "net2"}
]
}
{
"any_public_networks": true
}
Policy Input
Output
”:=” は assginment(代⼊) operator。Rego の変数
は immutable なので、同じ変数に⼆度 ”:=” で代⼊す
ることはできない。
- 13. 13
©2021 VMware, Inc.
Rego Primer by example (1)
Complete Rules, Arrays, Logical AND, Assignments, Anonymous Variable, Packages
package example.rules
any_public_networks = true {
net := input.networks[_]
net.public
}
{
"servers": [
{ "id": "web",
"proto": ["https", "ssh"],
"ports": ["p1", "p2"]},
{ "id": "app",
"proto": ["tomcat"],
"ports": ["p3"]},
{ "id": "db",
"proto": ["mysql"],
"ports": ["p4"]}
],
"networks": [
{"id": "net1", "public": true},
{"id": "net2", "public": false}
],
"ports": [
{"id": "p1", "network": "net1"},
{"id": "p2", "network": "net2"},
{"id": "p3", "network": "net2"},
{"id": "p4", "network": "net2"}
]
}
{
"any_public_networks": true
}
Policy Input
Output
Package は Rego のルールに名前空間
を作り出す。Data API で呼び出される
場合も、この名前空間が使われる。
- 14. 14
©2021 VMware, Inc.
Rego Primer by example (2)
Partial Rules
package example.rules
public_network[net.id] {
net := input.networks[_]
net.public
}
{
"servers": [
{ "id": "web",
"proto": ["https", "ssh"],
"ports": ["p1", "p2"]},
{ "id": "app",
"proto": ["tomcat"],
"ports": ["p3"]},
{ "id": "db",
"proto": ["mysql"],
"ports": ["p4"]}
],
"networks": [
{"id": "net1", "public": true},
{"id": "net2", "public": false}
],
"ports": [
{"id": "p1", "network": "net1"},
{"id": "p2", "network": "net2"},
{"id": "p3", "network": "net2"},
{"id": "p4", "network": "net2"}
]
}
{
"public_network": [
"net1"
]
}
Policy Input
Output
<head> が [ ] を持っている場合は、Partial
Rule と呼ばれ、複数の値をセットするのに
使われる。
- 15. 15
©2021 VMware, Inc.
Rego Primer by example (3)
Logical OR
package example.rules
shell_accessible[server.id] {
server := input.servers[_]
server.proto[_] == "telnet"
}
shell_accessible[server.id] {
server := input.servers[_]
server.proto[_] == "ssh"
}
{
"servers": [
{ "id": "web",
"proto": ["https", "ssh"],
"ports": ["p1", "p2"]},
{ "id": "app",
"proto": ["tomcat"],
"ports": ["p3"]},
{ "id": "db",
"proto": ["mysql"],
"ports": ["p4"]}
],
"networks": [
{"id": "net1", "public": true},
{"id": "net2", "public": false}
],
"ports": [
{"id": "p1", "network": "net1"},
{"id": "p2", "network": "net2"},
{"id": "p3", "network": "net2"},
{"id": "p4", "network": "net2"}
]
}
{
"shell_accessible": [
"web"
]
}
Policy Input
Output
同じ <head> を持つルールが複数ある場合
は、それらは Logical OR と解釈される。
- 16. 16
©2021 VMware, Inc.
Rego Primer by example (4)
Iterations
package example.rules
public_ports[id] {
some i, j
id := input.ports[i].id
input.ports[i].network == input.networks[j].id
input.networks[j].public
}
{
"servers": [
{ "id": "web",
"proto": ["https", "ssh"],
"ports": ["p1", "p2"]},
{ "id": "app",
"proto": ["tomcat"],
"ports": ["p3"]},
{ "id": "db",
"proto": ["mysql"],
"ports": ["p4"]}
],
"networks": [
{"id": "net1", "public": true},
{"id": "net2", "public": false}
],
"ports": [
{"id": "p1", "network": "net1"},
{"id": "p2", "network": "net2"},
{"id": "p3", "network": "net2"},
{"id": "p4", "network": "net2"}
]
}
{
"public_ports": [
"p1"
]
}
Policy Input
Output
Rego では <expression> に “some” で宣⾔
した変数を埋め込むことで暗黙的にループ
が形成される
- 17. 18
©2021 VMware, Inc.
クイズ
Public な network に接続されている port を持っている server のリストを取得
package example.rules
public_servers[server] {
some i, j, k
input.servers[i].ports[_] == input.ports[j].id
input.networks[k].id == input.ports[j].network
input.networks[k].public
server := input.servers[i].id
}
{
"servers": [
{ "id": "web",
"proto": ["https", "ssh"],
"ports": ["p1", "p2"]},
{ "id": "app",
"proto": ["tomcat"],
"ports": ["p3"]},
{ "id": "db",
"proto": ["mysql"],
"ports": ["p4"]}
],
"networks": [
{"id": "net1", "public": true},
{"id": "net2", "public": false}
],
"ports": [
{"id": "p1", "network": "net1"},
{"id": "p2", "network": "net2"},
{"id": "p3", "network": "net2"},
{"id": "p4", "network": "net2"}
]
}
{
"public_servers": [
"web"
]
}
Policy Input
Output
??? 回答は後⽇ Tweet します。
- 18. 19
©2021 VMware, Inc.
Built-in Functions
https://www.openpolicyagent.org/docs/latest/policy-reference/#built-in-functions
Comparisons
• ==, !=, <, <=, >, >=
Numbers
• +, -, *, /, %, round(), abs(), etc.
Aggregates
• count(), sum(), max(), min(), product(), sort(), etc.
Arrays
• concat(), slice()
Set
• get(), remove(), union(), filter(), etc.
Strings
• concat(), contains(), startwith(), endswith(), etc.
Regex / Glob
• match(), is_valid(), split(), find_n(), etc.
Glob
• match(), quote_meta()
Bitwise
• or(), and(), negate(), xor(), lsh(), rsh()
Conversions
• to_number()
Types
• is_number(), is_string(), is_boolean(), etc.
Encoding
• encode(), decode(), marshal(), unmarshal(), etc.
- 19. 20
©2021 VMware, Inc.
Built-in Functions (cont’d)
https://www.openpolicyagent.org/docs/latest/policy-reference/#built-in-functions
Token Signing
• encode_sign_raw(), encode_sign()
Token Verification
• verify_rs256(), verify_rs384(), etc.
Time
• date(), clock(), weekday(), add_date(), etc.
Cryptography
• md5(), sha1(), sha256(), parse_certficates(), etc.
Graphs
• walk(), reachable()
HTTP
• send()
Net
• cidr_contain(), cidr_intersects(), etc.
UUID
• rfc4122()
Semantic Versions
• is_valid(), compare()
Rego
• parse_module()
OPA
• runtime()
Debug
• trace()
- 22. 23
©2021 VMware, Inc.
Kubernetes Integration - Gatekeeper
Kubernetes API
Server と OPA の
間のブリッジとして
動作
API Server が
Gatekeeper の
Webhook をトリ
ガー
課したい制約を
Rego で記述
Source: https://kubernetes.io/blog/2019/08/06/opa-gatekeeper-policy-and-governance-for-kubernetes/
- 23. 24
©2021 VMware, Inc.
Policy Template and Policy Instance CRD
apiVersion: templates.gatekeeper.sh/v1beta1
kind: ConstraintTemplate
metadata:
name: k8srequiredlabels
spec:
crd:
spec:
names:
kind: K8sRequiredLabels
validation:
# Schema for the `parameters` field
openAPIV3Schema:
properties:
labels:
type: array
items: string
targets:
- target: admission.k8s.gatekeeper.sh
rego: |
package k8srequiredlabels
violation[{"msg": msg, "details": {"missing_labels": missing}}] {
provided := {label | input.review.object.metadata.labels[label]}
required := {label | label := input.parameters.labels[_]}
missing := required - provided
count(missing) > 0
msg := sprintf("you must provide labels: %v", [missing])
}
apiVersion:
constraints.gatekeeper.sh/v1beta1
kind: K8sRequiredLabels
metadata:
name: ns-must-have-gk
spec:
match:
kinds:
- apiGroups: [""]
kinds: ["Namespace"]
parameters:
labels: ["gatekeeper"]
- 24. 25
©2021 VMware, Inc.
Gatekeeper Policy Library
https://github.com/open-policy-agent/gatekeeper-library/tree/master/library
General
• allowedrepos
• block-noodepoort-services
• containerlimits
• containerresouorceratios
• externalip
• httpsonly
• imagedigests
• requiredlabel
• uniqingresshost
• uniqueserviceselector
Pod Security Policy
• allow-privilege-escalatiion
• apparmor
• capability
• flexvolume-drivers
• forbidden-sysctls
• fsgroup
• host-filesystem
• host-namespace
• host-network-ports
• privileged-containers
• proc-mount
• read-only-root-filesystem
• seccomp
• selinux
• users
• volumes
- 34. 36
©2021 VMware, Inc.
問題点
• ClusterIP と spec.externalIPs フィールドを触
れる⼈は、⾃由にトラフィックをステアリング
できる
回避⽅法
• OPA で Service の spec.exterrnalIPs と
spec.loadBalancerIP を許可した IP アドレス
のみ許可するポリシーを適⽤する
CVE-2021-8554 を TMC/OPA で回避する
https://tanzu.vmware.com/content/blog/tutorial-vmware-tanzu-mission-control-
kubernetes-vulnerability-cve-2021-8554
- 35. 40
©2021 VMware, Inc.
Open Policy Agent 本家のサイト
• https://www.openpolicyagent.org/
• https://github.com/open-policy-agent
Tanzu Mission Control で学ぶ Open Policy Agent Part 1 〜 4 by 星野さん
• https://blog.lespaulstudioplus.info/posts/tmc-demanabu-opa/
OPA Deep Dive, Kubecon NA 2019
• https://www.youtube.com/watch?v=Uj2N9S58GLU
TGIK 119 Gatekeeper and OPA
• https://www.youtube.com/watch?v=ZJgaGJm9NJE
Styra
• https://www.styra.com/
• https://academy.styra.com/
References