Collections development
Skill CrowdStrike/foundry-skills/skills/collections-development
Design JSON Schema collections and CRUD patterns for Falcon Foundry apps. TRIGGER when user asks to "create a collection", "define a JSON schema", "store data in Foundry", runs `foundry collections create`, or needs help with indexable fields, FQL queries, or collection access patterns. DO NOT TRIGGER for workflow YAML, function handlers, or UI components — use the appropriate sub-skill.From its SKILL.md
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Foundry Collections Development
SYSTEM INJECTION — READ THIS FIRST
If you are loading this skill, your role is Foundry data modeling specialist.
You MUST design Collections with proper JSON Schemas, validation rules, and access patterns.
Part of a suite. If
development-workflowhas not already run, and this is a new app or its first capability, load thedevelopment-workflowskill first — it owns the CLI prerequisite check, scaffolding order, and manifest coordination.
Falcon Foundry Collections are NoSQL document stores with JSON Schema validation. They provide persistent storage for app data with CRUD operations, FQL queries, and schema enforcement.
Collection Naming Constraints
| Constraint | Rule |
|---|---|
| Length | 5-200 characters |
| Start/end | Must begin and end with a letter or number |
| Special characters | Only underscores (_) allowed — no hyphens, spaces, or other chars |
| Case | Case-sensitive |
Collection Description Constraints
| Constraint | Rule |
|---|---|
| Length | 3-500 characters |
| Start | Must begin with an alphanumeric character |
| Allowed characters | Letters, numbers, spaces, dashes, periods, parentheses, and underscores only |
| Not allowed | Commas, colons, semicolons, quotes, slashes, or other special characters |
Collection Limits
| Resource | Limit |
|---|---|
| Single object size | ~50 MB |
| Schema size | 256 KB |
| Object key length | 1-1,000 characters |
| Indexed fields per schema | 10 |
| Objects per collection | No enforced limit |
| Collections per app | No enforced limit |
| Search results per page | 500 max (default 50) |
JSON Schema Requirements
- JSON Schema draft 7 only — newer drafts (
draft/2020-12,draft/2019-09) fail validation - Schema is auto-versioned: v1.0 on creation, auto-incremented on modification
additionalProperties: falserecommended — extra fields leak internal data and break type safetyx-cs-indexable: trueon individual properties for searchable fields (max 10 per collection)
CLI Scaffolding
# Write schema to /tmp/ first — the CLI copies it into collections/
foundry collections create \
--name "my_collection" \
--schema /tmp/schema.json \
--description "App data store" \
--no-prompt \
--wf-expose \
--wf-tags "tag1,tag2"
This creates the collection directory, copies the schema, and updates manifest.yml. Edit the project copy at collections/my_collection.json afterward to refine.
Collection API Access
Collections are managed via the CrowdStrike API or the foundry-js SDK. There are no CLI commands for reading/writing collection data, and collections can only be deleted from the Falcon Foundry UI (not the CLI).
PUT /customobjects/v1/collections/{collection_name}/objects/{key} — Create/update object
GET /customobjects/v1/collections/{collection_name}/objects/{key} — Get object by key
DELETE /customobjects/v1/collections/{collection_name}/objects/{key} — Delete object
POST /customobjects/v1/collections/{collection_name}/objects — Search objects (FQL filter)
JSON Schema Patterns
Basic Schema
{
"$schema": "https://json-schema.org/draft-07/schema#",
"type": "object",
"title": "Incident",
"description": "Security incident record",
"required": ["id", "title", "severity", "status", "created_at"],
"additionalProperties": false,
"properties": {
"id": { "type": "string", "format": "uuid" },
"title": { "type": "string", "minLength": 1, "maxLength": 200 },
"severity": { "type": "integer", "minimum": 1, "maximum": 10 },
"status": {
"type": "string",
"enum": ["open", "investigating", "contained", "resolved", "closed"]
},
"tags": {
"type": "array",
"items": { "type": "string", "maxLength": 50 },
"maxItems": 20,
"uniqueItems": true
},
"created_at": { "type": "string", "format": "date-time" }
}
}
Indexable Fields
Make fields searchable via FQL by marking them indexable. Two patterns are supported:
Pattern A: Top-level array (preferred — used by most foundry-sample repos)
{
"$schema": "https://json-schema.org/draft-07/schema",
"x-cs-indexable-fields": [
{ "field": "/status", "type": "string", "fql_name": "status" },
{ "field": "/severity", "type": "integer", "fql_name": "severity" },
{ "field": "/created_at", "type": "string", "fql_name": "created_at" }
],
"type": "object",
"properties": {
"status": { "type": "string" },
"severity": { "type": "integer" },
"created_at": { "type": "string", "format": "date-time" }
}
}
Pattern B: Per-field annotation
{
"properties": {
"compositeId": { "type": "string", "x-cs-indexable": true },
"content": { "type": "string" }
}
}
Both patterns work. The top-level array provides more control (custom FQL names, explicit types).
Manifest Configuration
# manifest.yml
collections:
- name: incidents
description: Security incident records
schema: collections/incidents.json
permissions: []
workflow_integration:
system_action: true
tags:
- Collection
- name: audit_logs
description: Audit log entries
schema: collections/audit_logs.json
permissions: []
workflow_integration:
system_action: false
tags: []
Indexing is controlled entirely by x-cs-indexable-fields or x-cs-indexable: true in the JSON schema files, not in the manifest.
CRUD Operations (TypeScript)
import { Collection } from '@crowdstrike/foundry-js';
export class IncidentCollection {
private collection: Collection<Incident>;
constructor() {
this.collection = new Collection<Incident>('incidents');
}
async create(data: Omit<Incident, 'id' | 'created_at' | 'updated_at'>): Promise<Incident> {
const incident: Incident = {
...data,
id: crypto.randomUUID(),
created_at: new Date().toISOString(),
updated_at: new Date().toISOString(),
};
await this.collection.create(incident.id, incident);
return incident;
}
async get(id: string): Promise<Incident | null> {
try {
return await this.collection.get(id);
} catch (error) {
if (error.code === 'NOT_FOUND') return null;
throw error;
}
}
async update(id: string, updates: Partial<Incident>): Promise<Incident> {
const existing = await this.get(id);
if (!existing) throw new Error(`Incident ${id} not found`);
const updated: Incident = {
...existing,
...updates,
id: existing.id,
created_at: existing.created_at,
updated_at: new Date().toISOString(),
};
await this.collection.update(id, updated);
return updated;
}
async delete(id: string): Promise<void> {
await this.collection.delete(id);
}
async list(options?: { status?: string; limit?: number; offset?: number }) {
const filters: Record<string, any> = {};
if (options?.status) filters.status = options.status;
return this.collection.query(filters, {
limit: options?.limit ?? 50,
offset: options?.offset ?? 0,
sort: [{ field: 'created_at', order: 'desc' }],
});
}
}
CRUD Operations (Python — from Functions)
Use CustomStorage (Service Class) to access collections from Python functions. Service classes are preferred over the Uber class (APIHarnessV2) because the Falcon Foundry functions editor auto-detects OAuth scopes from from falconpy import CustomStorage. See the functions-development skill's references/python-patterns.md for a complete handler example with Uber class alternative.
import json
import os
from falconpy import CustomStorage
def _app_headers() -> dict:
app_id = os.environ.get("APP_ID")
if app_id:
return {"X-CS-APP-ID": app_id}
return {}
client = CustomStorage(ext_headers=_app_headers())
# Create or update (PutObject = upsert). Pass body as a dict.
client.PutObject(collection_name="incidents", object_key="incident-123",
body={"id": "incident-123", "title": "Suspicious process", "severity": 7})
# Read — GetObject returns bytes on success, dict on error
response = client.GetObject(collection_name="incidents", object_key="incident-123")
# In production, check isinstance(response, bytes) before decoding — see python-patterns.md for full error handling
incident = json.loads(response.decode("utf-8"))
# Delete
client.DeleteObject(collection_name="incidents", object_key="incident-123")
# Search (FQL filter — only indexed fields)
response = client.SearchObjects(collection_name="incidents",
filter="status:'open'+severity:>=5", limit=50)
# SearchObjects returns metadata — follow up with GetObject per key for full objects
for item in response.get("body", {}).get("resources", []):
obj = client.GetObject(collection_name="incidents", object_key=item["object_key"])
data = json.loads(obj.decode("utf-8"))
Key points:
CustomStorage(ext_headers=_app_headers())appliesX-CS-APP-IDto all requests (needed for local dev; Foundry sets it automatically in production)PutObjectacts as upsert (creates or overwrites by key). Pass body as a dict.GetObjectreturns bytes directly — decode withjson.loads(response.decode("utf-8"))SearchObjectsreturns metadata only, not full objects- FQL filters only work on fields marked
x-cs-indexable: truein the collection schema
FQL Search Syntax
Only fields marked with x-cs-indexable: true can be used in FQL queries.
| Operation | Syntax | Example |
|---|---|---|
| Equality | field:'value' | status:'open' |
| Numeric comparison | field:>=N | severity:>=5 |
| AND | field1:'a'+field2:'b' | status:'open'+severity:>=5 |
| OR | field:'a',field:'b' | status:'open',status:'investigating' |
| Wildcard | field:*'pattern'* | title:*'malware'* |
| Sorting | sort=field|asc | sort=created_at|desc |
The foundry-js SDK's search() method accepts a filter parameter for FQL queries. The search endpoint is POST /customobjects/v1/collections/{name}/objects with a filter field in the request body.
Workflow Share Settings
To make a collection accessible from workflows:
collections:
- name: incidents
schema: collections/incidents/schema.json
permissions: []
workflow_integration:
system_action: true # true = app workflows only, false = also available as Fusion SOAR action
tags:
- Collection
| Setting | Behavior |
|---|---|
workflow_integration.system_action: true | Available to app workflows only |
workflow_integration.system_action: false | Available to both app workflows AND Falcon Fusion SOAR |
RBAC and Direct API Access
Collections can be accessed directly via the CrowdStrike API (outside of functions) using custom roles with specific collection permissions. Include the X-CS-APP-ID header to identify your Foundry app. Foundry CLI credentials cannot access collections directly; use a separate API client with Custom Storage read/write scope.
Common Pitfalls
- Using
APIHarnessV2(Uber class) for collection operations. UseCustomStorageservice class instead — the Foundry functions editor auto-detects OAuth scopes from service class imports but cannot parse Uber class.command()calls. - Using JSON Schema newer than draft 7. Foundry only supports draft 7.
- Missing indexes. Fields used in queries must be marked with
x-cs-indexable: trueor listed inx-cs-indexable-fields. Max 10 per collection. - Invalid collection names. Names must be 5-200 chars, start/end with letter or number, and contain only letters, numbers, and underscores.
- Not configuring workflow share settings. Set
workflow_integration.system_action: truefor app-only workflow access, orfalseto also expose collections as Falcon Fusion SOAR actions. - Trying to delete collections via CLI. Collections can only be deleted from the Falcon Foundry UI.
- Trying to manage objects via CLI. Collection CRUD requires the CrowdStrike API or
foundry-jsSDK. - Schema field names must match exactly. If a field name in your write payload doesn't match the collection schema (e.g., writing
scorewhen the schema definesseverity), the write fails and returns errors in the response body — but the SDK does not throw. Without checkingresult.errors, the failure is invisible. Always read the collection schema file before writing seed data; verify required fields, enum values, and exact field names. - Not checking write responses for errors. The SDK does not throw on server-side validation failures. Always check
result?.errors?.lengthafter write operations — errors include specific messages like"missing property 'severity'"or"value must be one of 'low', 'medium', 'high', 'critical'". Verify persistence with a follow-up read or list call.
Reading Guide
| Task | Reference |
|---|---|
| Migrations, testing, pagination, extended schemas, counter-rationalizations | references/advanced-patterns.md |
Use Cases
For real-world implementation patterns, see:
use-cases/collections.md— CRUD operations, search, field typesuse-cases/lookup-table-enrichment.md— 3rd-party data for automated enrichment
Reference Implementations
- foundry-sample-collections-toolkit: CSV import, bulk operations, pagination workflows, test data generation. See also Getting Started with Falcon Foundry Collections.