# Tech Stack Detector · M365 & Google Workspace · By Domain (`corent1robert/collaboration-platform-detector`) Actor

Paste company domains — see Microsoft 365, Google Workspace, or Slack per row. Confidence score, MX signals, CSV-ready. Built for outbound & HR tech sales. No API key.

- **URL**: https://apify.com/corent1robert/collaboration-platform-detector.md
- **Developed by:** [Corentin Robert](https://apify.com/corent1robert) (community)
- **Categories:** Lead generation, Automation, Developer tools
- **Stats:** 3 total users, 2 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

Pay per usage

This Actor is paid per platform usage. The Actor is free to use, and you only pay for the Apify platform usage, which gets cheaper the higher subscription plan you have.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-usage

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

## Tech Stack Detector

**Paste domains → know if prospects run Microsoft 365 or Google Workspace.** One export-ready row per company — platform, confidence score, MX signals, optional Slack workspace.

**No API key. No login. Paste domains only.**

### Who is this for?

| You are… | Typical goal | Suggested setup |
|----------|--------------|-----------------|
| HR tech sales rep | Prioritize accounts on Microsoft 365 vs Google Workspace | Default run (Slack probe on) |
| SaaS vendor (identity, security, backup) | Segment prospects by email stack | Default run |
| Outbound SDR / BDR | Personalize messaging by detected platform | Default run |
| Market research analyst | Map collaboration adoption across a domain list | `skipSlackProbe: true` for faster bulk |
| IT consultant | Quick stack audit before a discovery call | 3–10 domain test run first |
| RevOps / data ops | Enrich CRM company records with stack field | API run with your domain list |

**What you get by default:** platform label, confidence, primary MX host, DNS signals, optional Slack workspace URL, timestamp.

**When to skip Slack:** For lists of 10,000+ domains, set **Skip Slack probe** to ON — DNS-only runs are roughly 4× faster (~12,000 domains per 30-minute run vs ~3,000 with Slack).

### Quick start

1. Open this Actor in the [Apify Console](https://console.apify.com/) and paste company domains (e.g. `renault.com`, `axa.com`).
2. Leave **Skip Slack probe** off for the fullest results, or turn it on for large DNS-only exports.
3. Click **Start** — rows appear in the Dataset tab as they complete.
4. Download JSON or CSV from the run, or call the dataset API.

### What it extracts

| Field | Description |
|-------|-------------|
| `domain` | Normalized company domain |
| `platform` | `Microsoft 365`, `Google Workspace`, `Slack`, or `Other` |
| `confidence` | `high`, `medium`, `low`, or `error` |
| `mx_host` | Primary MX record host (when present) |
| `slack_workspace` | Slack workspace URL when detected |
| `dns_signals` | MX/TXT signals used (e.g. `MX:…`, `TXT:…`) |
| `detected_at` | ISO timestamp |
| `error_message` | Error detail when lookup failed (not billed) |

### Typical fill rates

| Signal | Indicative rate |
|--------|-----------------|
| M365 or Google when public MX exists | ~95%+ |
| Stack behind Mimecast / Proofpoint (TXT confirmation) | ~70–85% |
| Slack workspace (default slug probe) | ~5–15% of domains |

### How much does it cost to detect collaboration platforms?

Pay-per-event pricing (compute is low — HTTP DNS + optional Slack probe).

| Scenario | FREE | Bronze | Silver | Gold |
|----------|------|--------|--------|------|
| 25 domains (test) | ~$0.11 | ~$0.10 | ~$0.09 | ~$0.08 |
| 1,000 domains | ~$1.08 | ~$0.98 | ~$0.88 | ~$0.78 |
| 50,000 domains | ~$50.08 | ~$45.08 | ~$40.08 | ~$35.08 |

Includes $0.08 actor start + per-row event (`collaboration-platform-row`). **Error rows are not billed.**

### Is it legal to detect collaboration platforms from DNS?

This Actor only reads **public DNS records** (MX, TXT) and optionally probes a public Slack workspace URL pattern. As with any dataset containing company identifiers, ensure your use complies with GDPR and applicable regulations.

### Input

| Parameter | Type | Default | Description |
|-----------|------|---------|-------------|
| `domains` | string[] | — | Company domains or URLs (required) |
| `skipSlackProbe` | boolean | `false` | DNS-only mode — skip Slack HTTP probe |
| `concurrency` | integer | `50` | Parallel domain lookups (1–100) |
| `maxDomains` | integer | `3000` | Cap after dedupe; `0` = no cap |
| `verboseLogs` | boolean | `false` | Technical debug lines in run log |

```json
{
  "domains": ["renault.com", "axa.com", "qonto.com"],
  "skipSlackProbe": false,
  "maxDomains": 3000
}
````

### Output example

```json
{
  "domain": "renault.com",
  "platform": "Microsoft 365",
  "confidence": "high",
  "mx_host": "renault-com.mail.protection.outlook.com",
  "slack_workspace": null,
  "dns_signals": ["MX:renault-com.mail.protection.outlook.com"],
  "detected_at": "2026-06-13T12:00:00.000Z",
  "error_message": null
}
```

#### Confidence levels

- `high` — MX directly points to M365/Google, or Slack workspace confirmed
- `medium` — TXT confirmation or email proxy + TXT match
- `low` — No definitive stack signal (platform `Other`)
- `error` — Lookup failed (`error_message` set; row not billed)

### How it works

1. **Normalize** pasted URLs to registrable domains and dedupe.
2. **DNS MX records** — primary signal for Google Workspace and Microsoft 365.
3. **DNS TXT records** — secondary signal; detects M365/Google behind Mimecast, Proofpoint, etc.
4. **Slack probe** (optional) — checks `https://{slug}.slack.com` when DNS says `Other`.

### Local development

```bash
npm install
npm test
apify run
```

The CLI validates `storage/key_value_stores/default/INPUT.json` against the input schema. Use `.actor/INPUT.json` as the Console prefill template, or:

```bash
apify run --input-file=./input.json
```

When running locally, keys in the simulated KV input **override** `input.json` at the repo root.

### Limitations

- Slack detection probes `https://{first-label}.slack.com` derived from the domain (e.g. `acme.com` → `acme.slack.com`). Custom workspace slugs, subsidiaries, and rebrand domains are often missed. Treat Slack as a bonus signal, not a complete census.
- For 5,000+ domains with Slack probe enabled, consider enabling a residential proxy on your Apify account (Run settings) to reduce throttling on Slack probes.
- Practical throughput: ~3,000 domains/run with Slack (30 min timeout); ~12,000 DNS-only with `skipSlackProbe: true`.

### Support

Contact <corentin@outreacher.fr> for custom integrations.

# Actor input Schema

## `domains` (type: `array`):

Paste domains or URLs (e.g. renault.com, https://www.axa.com). One platform result per domain.

## `skipSlackProbe` (type: `boolean`):

DNS-only mode — faster for large lists. Slack workspaces are not checked.

## `concurrency` (type: `integer`):

How many domains to analyze at once. Default 50 works well for most runs.

## `maxDomains` (type: `integer`):

Cap the run after deduplication. Use 0 for no cap (limited by run timeout).

## `verboseLogs` (type: `boolean`):

Show technical debug lines (Slack probe details). Off by default.

## Actor input object example

```json
{
  "domains": [
    "renault.com",
    "axa.com",
    "qonto.com"
  ],
  "skipSlackProbe": false,
  "concurrency": 50,
  "maxDomains": 3000,
  "verboseLogs": false
}
```

# Actor output Schema

## `dataset` (type: `string`):

All rows — domain, platform, confidence, signals

## `overview` (type: `string`):

Table view with platform and confidence

## `runLog` (type: `string`):

Text log mirrored from the run console

## `apiRun` (type: `string`):

Apify GET for run metadata

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "domains": [
        "renault.com",
        "axa.com",
        "qonto.com"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("corent1robert/collaboration-platform-detector").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = { "domains": [
        "renault.com",
        "axa.com",
        "qonto.com",
    ] }

# Run the Actor and wait for it to finish
run = client.actor("corent1robert/collaboration-platform-detector").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "domains": [
    "renault.com",
    "axa.com",
    "qonto.com"
  ]
}' |
apify call corent1robert/collaboration-platform-detector --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=corent1robert/collaboration-platform-detector",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Tech Stack Detector · M365 & Google Workspace · By Domain",
        "description": "Paste company domains — see Microsoft 365, Google Workspace, or Slack per row. Confidence score, MX signals, CSV-ready. Built for outbound & HR tech sales. No API key.",
        "version": "1.1",
        "x-build-id": "1DUgXZYdS0lHgDdTU"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/corent1robert~collaboration-platform-detector/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-corent1robert-collaboration-platform-detector",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/corent1robert~collaboration-platform-detector/runs": {
            "post": {
                "operationId": "runs-sync-corent1robert-collaboration-platform-detector",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/corent1robert~collaboration-platform-detector/run-sync": {
            "post": {
                "operationId": "run-sync-corent1robert-collaboration-platform-detector",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "required": [
                    "domains"
                ],
                "properties": {
                    "domains": {
                        "title": "Company domains",
                        "type": "array",
                        "description": "Paste domains or URLs (e.g. renault.com, https://www.axa.com). One platform result per domain.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "skipSlackProbe": {
                        "title": "Skip Slack probe",
                        "type": "boolean",
                        "description": "DNS-only mode — faster for large lists. Slack workspaces are not checked.",
                        "default": false
                    },
                    "concurrency": {
                        "title": "Parallel lookups",
                        "minimum": 1,
                        "maximum": 100,
                        "type": "integer",
                        "description": "How many domains to analyze at once. Default 50 works well for most runs.",
                        "default": 50
                    },
                    "maxDomains": {
                        "title": "Max domains",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Cap the run after deduplication. Use 0 for no cap (limited by run timeout).",
                        "default": 3000
                    },
                    "verboseLogs": {
                        "title": "Verbose logs",
                        "type": "boolean",
                        "description": "Show technical debug lines (Slack probe details). Off by default.",
                        "default": false
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
