Dbt duckdb plugin

README.md

@@ -48,9 +48,9 @@ and workstations for sensitive activities).
 *Note: If you create/use a Github Codespace on any of the wagov repos,
 SQU_CONFIG should be configured automatically.*
 
-Before using, config needs to be loaded into `squ.core.cache`, which can
-be done automatically from json in a keyvault by setting the env var
-`SQU_CONFIG` to `"keyvault/tenantid"`.
+Before using, config needs to be loaded into `nbdev_squ.core.cache`,
+which can be done automatically from json in a keyvault by setting the
+env var `SQU_CONFIG` to `"keyvault/tenantid"`.
 
 ``` bash
 export SQU_CONFIG="{{ keyvault }}/{{ tenantid }}"

build.sh

@@ -4,5 +4,5 @@ npm ci
 npm run build
 pip install build==1.2.1
 python -m build
-# To release to pypi run below after a build
+# To release to pypi run below after a build. Make sure to bump version with nbdev_bump_version.
 # twine upload --skip-existing dist/*

dbt_example_project/dbt_project.yml

@@ -32,7 +32,5 @@ clean-targets:         # directories to be removed by `dbt clean`
 models:
   dbt_example_project:
     # Config indicated by + and applies to all files under models/example/
-    example:
-      +materialized: view
     squ:
-      +materialized: table
+      +materialized: view

dbt_example_project/models/squ/T1547_001.kql

@@ -0,0 +1,7 @@
+let selection= dynamic(['reg',' ADD', @'Software\Microsoft\Windows\CurrentVersion\Run']);
+let filter_known = dynamic(['Discord.exe','Skype.exe','LiveChat.exe','Promethean Desktop.exe']);
+DeviceProcessEvents
+| where ActionType == "ProcessCreated"
+| where ProcessCommandLine has_all (selection)
+| where InitiatingProcessFileName !in (filter_known) //Known False-Positive
+| where ProcessCommandLine !contains "PaperCut"

dbt_example_project/models/squ/hunt.sql

@@ -0,0 +1 @@
+select * from {{source('kql_source', 'T1547_001')}}

dbt_example_project/models/squ/schema.yml

@@ -0,0 +1,15 @@
+version: 2
+
+sources:
+  - name: kql_source
+    config:
+      plugin: squ
+    meta:
+      kql_path: "models/squ/{name}.kql"
+    tables:
+    - name: T1547_001
+
+models:
+  - name: hunt
+    config:
+      materialized: table

dbt_example_project/profiles.yml

@@ -2,12 +2,9 @@ default:
   outputs:
     dev:
       type: duckdb
-      path: dev.duckdb
-      threads: 1
-
-    prod:
-      type: duckdb
-      path: prod.duckdb
-      threads: 4
+      path: target/dev.duckdb
+      plugins: 
+        - module: nbdev_squ.api
+          alias: squ
 
   target: dev

install.py

@@ -2,7 +2,6 @@
 # This is meant to be run to setup and prep for committing a release
 # use nbdev_bump_version to increment the version itself then rerun this to update README.md _docs etc
 from subprocess import run
-import configparser, re
 
 run(["pip", "install", "nbdev"])
 run(["pip", "install", "-e", "."]) # get current project in dev mode

nbdev_squ/__init__.py

@@ -1 +1 @@
-__version__ = "1.3.5"
+__version__ = "1.3.6"

nbdev_squ/_modidx.py

@@ -11,6 +11,12 @@
                                'nbdev_squ.api.Clients.jira': ('api.html#clients.jira', 'nbdev_squ/api.py'),
                                'nbdev_squ.api.Clients.runzero': ('api.html#clients.runzero', 'nbdev_squ/api.py'),
                                'nbdev_squ.api.Clients.tio': ('api.html#clients.tio', 'nbdev_squ/api.py'),
+                               'nbdev_squ.api.Plugin': ('api.html#plugin', 'nbdev_squ/api.py'),
+                               'nbdev_squ.api.Plugin.configure_cursor': ('api.html#plugin.configure_cursor', 'nbdev_squ/api.py'),
+                               'nbdev_squ.api.Plugin.default_materialization': ( 'api.html#plugin.default_materialization',
+                                                                                 'nbdev_squ/api.py'),
+                               'nbdev_squ.api.Plugin.initialize': ('api.html#plugin.initialize', 'nbdev_squ/api.py'),
+                               'nbdev_squ.api.Plugin.load': ('api.html#plugin.load', 'nbdev_squ/api.py'),
                                'nbdev_squ.api.atlaskit_transformer': ('api.html#atlaskit_transformer', 'nbdev_squ/api.py'),
                                'nbdev_squ.api.chunks': ('api.html#chunks', 'nbdev_squ/api.py'),
                                'nbdev_squ.api.finalise_query': ('api.html#finalise_query', 'nbdev_squ/api.py'),

nbdev_squ/api.py

@@ -3,11 +3,13 @@
 # %% auto 0
 __all__ = ['logger', 'clients', 'columns_of_interest', 'columns', 'Clients', 'list_workspaces_safe', 'list_workspaces',
            'list_subscriptions', 'list_securityinsights_safe', 'list_securityinsights', 'chunks', 'loganalytics_query',
-           'query_all', 'finalise_query', 'hunt', 'atlaskit_transformer', 'security_incidents', 'security_alerts']
+           'query_all', 'finalise_query', 'hunt', 'atlaskit_transformer', 'security_incidents', 'security_alerts',
+           'Plugin']
 
 # %% ../nbs/01_api.ipynb 3
 import pandas, json, logging, time, requests, io, pkgutil, httpx_cache
 from .core import *
+from pathlib import Path
 from diskcache import memoize_stampede
 from importlib.metadata import version
 from subprocess import run, CalledProcessError
@@ -17,6 +19,7 @@
 from functools import cached_property
 from atlassian import Jira
 from tenable.io import TenableIO
+from dbt.adapters.duckdb.plugins import BasePlugin, SourceConfig
 
 # %% ../nbs/01_api.ipynb 5
 logger = logging.getLogger(__name__)
@@ -268,3 +271,32 @@ def security_alerts(start=pandas.Timestamp("now", tz="UTC") - pandas.Timedelta("
     # Sorts by TimeGenerated (TODO)
     query = "SecurityAlert | summarize arg_max(TimeGenerated, *) by SystemAlertId"
     return query_all(query, timespan=(start.to_pydatetime(), timedelta))
+
+# %% ../nbs/01_api.ipynb 28
+class Plugin(BasePlugin):
+    def initialize(self, config):
+        login()
+
+    def configure_cursor(self, cursor):
+        pass
+
+    def load(self, source_config: SourceConfig):
+        if "kql_path" in source_config:
+            kql_path = source_config["kql_path"]
+            kql_path = kql_path.format(**source_config.as_dict())
+            query = Path(kql_path).read_text()
+            return query_all(query, timespan=pandas.Timedelta(source_config.get("timespan", "14d")))
+            raise Exception("huh")
+        elif "list_workspaces" in source_config: # untested
+            return list_workspaces()
+        elif "client_api" in source_config: # untested
+            api_result = getattr(clients, source_config["client_api"])(**json.loads(source_config.get("kwargs", "{}")))
+            if isinstance(api_result, pandas.DataFrame):
+                return api_result
+            else:
+                return pandas.DataFrame(api_result)
+        else:
+            raise Exception("No valid config found for squ plugin (kql_path or api required)")
+
+    def default_materialization(self):
+        return "view"

nbs/01_api.ipynb

@@ -37,6 +37,7 @@
     "#| export\n",
     "import pandas, json, logging, time, requests, io, pkgutil, httpx_cache\n",
     "from nbdev_squ.core import *\n",
+    "from pathlib import Path\n",
     "from diskcache import memoize_stampede\n",
     "from importlib.metadata import version\n",
     "from subprocess import run, CalledProcessError\n",
@@ -45,7 +46,8 @@
     "from benedict import benedict\n",
     "from functools import cached_property\n",
     "from atlassian import Jira\n",
-    "from tenable.io import TenableIO"
+    "from tenable.io import TenableIO\n",
+    "from dbt.adapters.duckdb.plugins import BasePlugin, SourceConfig"
    ]
   },
   {
@@ -499,6 +501,112 @@
     "df = security_incidents(start=pandas.Timestamp(\"now\", tz=\"UTC\") - pandas.Timedelta(\"14d\"), timedelta=pandas.Timedelta(\"14d\"))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## dbt-duckdb plugin\n",
+    "\n",
+    "The below squ plugin makes querying kql in duckdb projects via the [DuckDB user-defined function (UDF)](https://duckdb.org/docs/api/python/function.html) interface much easier. This could be extended to other clients pretty easily, just have to make sure data is returned as a dataframe. To use it there are a few dbt project files that need to be configured:\n",
+    "\n",
+    "### DBT ./profiles.yml\n",
+    "\n",
+    "See [DBT Connection Profiles](https://docs.getdbt.com/docs/core/connect-data-platform/connection-profiles)\n",
+    "\n",
+    "```yaml\n",
+    "default:\n",
+    "  outputs:\n",
+    "    dev:\n",
+    "      type: duckdb\n",
+    "      path: target/dev.duckdb\n",
+    "      plugins: \n",
+    "        - module: nbdev_squ.api\n",
+    "          alias: squ\n",
+    "\n",
+    "  target: dev\n",
+    "```\n",
+    "\n",
+    "### DBT ./models/squ/schema.yml\n",
+    "\n",
+    "See [DBT Add sources to your DAG](https://docs.getdbt.com/docs/build/sources) for how to add 'externally defined' sources, this is using the code below based on the [dbt-duckdb plugin](https://github.com/duckdb/dbt-duckdb?tab=readme-ov-file#writing-your-own-plugins) architecture\n",
+    "\n",
+    "```yaml\n",
+    "version: 2\n",
+    "\n",
+    "sources:\n",
+    "  - name: kql_source\n",
+    "    config:\n",
+    "      plugin: squ\n",
+    "    meta:\n",
+    "      kql_path: \"models/squ/{name}.kql\"\n",
+    "    tables:\n",
+    "    - name: T1547_001\n",
+    "\n",
+    "models:\n",
+    "  - name: hunt\n",
+    "    config:\n",
+    "      materialized: table\n",
+    "```\n",
+    "\n",
+    "Once the source is defined, dbt cli tools and other sql models can refer to it, the dbt-duckdb framework makes it available as a referencable view usable throughout the project:\n",
+    "\n",
+    "#### DBT ./models/squ/hunt.sql\n",
+    "\n",
+    "See [DBT SQL models](https://docs.getdbt.com/docs/build/sql-models) for how to write the select statement templates DBT organises into the DAG\n",
+    "\n",
+    "```sql\n",
+    "select * from {{source('kql_source', 'T1547_001')}}\n",
+    "```\n",
+    "\n",
+    "#### DBT cli usage\n",
+    "\n",
+    "See [About the dbt run command](https://docs.getdbt.com/reference/commands/run) (can use `--empty` to validate before a full run)\n",
+    "\n",
+    "```bash\n",
+    "cd dbt_example_project\n",
+    "dbt run # will build the whole dag including any materialisations like the hunt table above\n",
+    "dbt show --inline \"select * from {{ source('kql_source', 'T1547_001') }}\" # will use live source\n",
+    "dbt show --inline \"select * from {{ ref('hunt') }}\" # will use materialized table in db built by `dbt run`\n",
+    "dbt docs generate # will build documentation for the project\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#| exports\n",
+    "class Plugin(BasePlugin):\n",
+    "    def initialize(self, config):\n",
+    "        login()\n",
+    "\n",
+    "    def configure_cursor(self, cursor):\n",
+    "        pass\n",
+    "\n",
+    "    def load(self, source_config: SourceConfig):\n",
+    "        if \"kql_path\" in source_config:\n",
+    "            kql_path = source_config[\"kql_path\"]\n",
+    "            kql_path = kql_path.format(**source_config.as_dict())\n",
+    "            query = Path(kql_path).read_text()\n",
+    "            return query_all(query, timespan=pandas.Timedelta(source_config.get(\"timespan\", \"14d\")))\n",
+    "            raise Exception(\"huh\")\n",
+    "        elif \"list_workspaces\" in source_config: # untested\n",
+    "            return list_workspaces()\n",
+    "        elif \"client_api\" in source_config: # untested\n",
+    "            api_result = getattr(clients, source_config[\"client_api\"])(**json.loads(source_config.get(\"kwargs\", \"{}\")))\n",
+    "            if isinstance(api_result, pandas.DataFrame):\n",
+    "                return api_result\n",
+    "            else:\n",
+    "                return pandas.DataFrame(api_result)\n",
+    "        else:\n",
+    "            raise Exception(\"No valid config found for squ plugin (kql_path or api required)\")\n",
+    "\n",
+    "    def default_materialization(self):\n",
+    "        return \"view\""
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,

nbs/index.ipynb

@@ -60,7 +60,7 @@
    "source": [
     "*Note: If you create/use a Github Codespace on any of the wagov repos, SQU_CONFIG should be configured automatically.*\n",
     "\n",
-    "Before using, config needs to be loaded into `squ.core.cache`, which can be done automatically from json in a keyvault by setting the env var `SQU_CONFIG` to `\"keyvault/tenantid\"`.\n",
+    "Before using, config needs to be loaded into `nbdev_squ.core.cache`, which can be done automatically from json in a keyvault by setting the env var `SQU_CONFIG` to `\"keyvault/tenantid\"`.\n",
     "\n",
     "```bash\n",
     "export SQU_CONFIG=\"{{ keyvault }}/{{ tenantid }}\"\n",