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# Sphinx build info version 1 | ||
# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. | ||
config: b87c046b3ed94a6cbe635c90384352b9 | ||
tags: 645f666f9bcd5a90fca523b33c5a78b7 |
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## Contact | ||
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- Join us on `#cartography` on the [Lyft OSS Slack](https://join.slack.com/t/lyftoss/shared_invite/enQtOTYzODg5OTQwNDE2LTFiYjgwZWM3NTNhMTFkZjc4Y2IxOTI4NTdiNTdhNjQ4M2Q5NTIzMjVjOWI4NmVlNjRiZmU2YzA5NTc3MmFjYTQ). | ||
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## Community Meeting | ||
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Talk to us and see what we're working on at our [monthly community meeting](https://calendar.google.com/calendar/embed?src=lyft.com_p10o6ceuiieq9sqcn1ef61v1io%40group.calendar.google.com&ctz=America%2FLos_Angeles). | ||
- Meeting minutes are [here](https://docs.google.com/document/d/1VyRKmB0dpX185I15BmNJZpfAJ_Ooobwz0U1WIhjDxvw). | ||
- Recorded videos are posted [here](https://www.youtube.com/playlist?list=PLMga2YJvAGzidUWJB_fnG7EHI4wsDDsE1). | ||
- Our current project road map is [here](https://docs.google.com/document/d/18MOsGI-isFvag1fGk718Aht7wQPueWd4SqOI9KapBa8/edit#heading=h.15nsmgmjaaml). |
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# Cartography Developer Guide | ||
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## Running the source code | ||
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This document assumes familiarity with Python dev practices such as using [virtualenvs](https://packaging.python.org/guides/installing-using-pip-and-virtualenv/). | ||
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1. **Run Neo4j** | ||
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Follow the [Install Steps](../install.html) so that you get Neo4j running locally. It's up to you if you want to use Docker or a native install. | ||
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1. **Install Python 3.10** | ||
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1. **Clone the source code** | ||
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Run `cd {path-where-you-want-your-source-code}`. Get the source code with `git clone git://github.com/lyft/cartography.git` | ||
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1. **Perform an editable install of the cartography source code** | ||
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Run `cd cartography` and then `pip install -e .` (yes, actually type the period into the command line) to install Cartography from source to the current venv. | ||
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4. **Run from source** | ||
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After this finishes you should be able to run Cartography from source with `cartography --neo4j-uri bolt://localhost:7687`. Any changes to the source code in `{path-where-you-want-your-source-code}/cartography` are now locally testable by running `cartography` from the command line. | ||
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## Automated testing | ||
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1. **Install test requirements** | ||
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`pip install -r test-requirements.txt` | ||
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1. **(OPTIONAL) Setup environment variables for integration tests** | ||
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The integration tests expect Neo4j to be running locally, listening on default ports, and with auth disabled. | ||
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To run the integration tests on a specific Neo4j instance, add the following environment variable: | ||
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`export "NEO4J_URL=<your_neo4j_instance_bolt_url:your_neo4j_instance_port>"` | ||
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1. **Run tests using `make`** | ||
- `make test_lint` runs [pre-commit](https://pre-commit.com) linting against the codebase. | ||
- `make test_unit` runs the unit test suite. | ||
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⚠️ Important! The below commands will **DELETE ALL NODES** on your local Neo4j instance as part of our testing procedure. Only run any of the below commands if you are ok with this. ⚠️ | ||
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- `make test_integration` runs the integration test suite. | ||
For more granular testing, you can invoke `pytest` directly: | ||
- `pytest ./tests/integration/cartography/intel/aws/test_iam.py` | ||
- `pytest ./tests/integration/cartography/intel/aws/test_iam.py::test_load_groups` | ||
- `pytest -k test_load_groups` | ||
- `make test` can be used to run all of the above. | ||
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## Implementing custom sync commands | ||
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By default, cartography will try to sync every intel module included as part of the default sync. If you're not using certain intel modules, you can create a custom sync script and invoke it using the cartography CLI. For example, if you're only interested in the AWS intel module you can create a sync script, `custom_sync.py`, that looks like this: | ||
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```python | ||
from cartography import cli | ||
from cartography import sync | ||
from cartography.intel import aws | ||
from cartography.intel import create_indexes | ||
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def build_custom_sync(): | ||
s = sync.Sync() | ||
s.add_stages([ | ||
('create-indexes', create_indexes.run), | ||
('aws', aws.start_aws_ingestion), | ||
]) | ||
return s | ||
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def main(argv): | ||
return cli.CLI(build_custom_sync(), prog='cartography').main(argv) | ||
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if __name__ == '__main__': | ||
import sys | ||
sys.exit(main(sys.argv[1:])) | ||
``` | ||
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Which can then be invoked using `python custom_sync.py` and will have all the features of the cartography CLI while only including the intel modules you are specifically interested in using. For example: | ||
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``` | ||
cartography$ python custom_sync.py | ||
INFO:cartography.sync:Starting sync with update tag '1569022981' | ||
INFO:cartography.sync:Starting sync stage 'create-indexes' | ||
INFO:cartography.intel.create_indexes:Creating indexes for cartography node types. | ||
INFO:cartography.sync:Finishing sync stage 'create-indexes' | ||
INFO:cartography.sync:Starting sync stage 'aws' | ||
INFO:botocore.credentials:Found credentials in shared credentials file: ~/.aws/credentials | ||
... | ||
``` | ||
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## dev.Dockerfile | ||
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We include a dev.Dockerfile that can help streamline common dev tasks. It is different from the main Dockerfile in that | ||
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1. It is strictly intended for dev purposes. | ||
1. It performs an editable install of the cartography source code and test requirements. | ||
1. It does not define a docker entrypoint. This is to allow you to run a custom sync script instead of just the main `cartography` command. | ||
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To use it, build dev.Dockerfile with | ||
```bash | ||
cd /path/to/cartography/repo | ||
docker build -t cartography-cncf/cartography-dev -f dev.Dockerfile ./ | ||
``` | ||
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With that, there are some interesting things you can do with it. | ||
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### Dev with docker-compose | ||
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#### Run the full test suite | ||
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```bash | ||
docker-compose run cartography-dev make test_lint | ||
docker-compose run cartography-dev make test_unit | ||
docker-compose run cartography-dev make test_integration | ||
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# for all the above | ||
docker-compose run cartography-dev make test | ||
``` | ||
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#### Run a [custom sync script](#implementing-custom-sync-commands) | ||
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```bash | ||
docker-compose run cartography-dev python custom_script.py | ||
``` | ||
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#### Run the cartography CLI | ||
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```bash | ||
docker-compose run cartography-dev cartography --help | ||
``` | ||
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### Equivalent manual docker commands | ||
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If you don't like docker-compose or if it doesn't work for you for any reason, here are the equivalent manual docker commands for the previous scenarios: | ||
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#### Run unit tests with dev.Dockerfile | ||
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```bash | ||
docker run --rm cartography-cncf/cartography-dev make test_unit | ||
``` | ||
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This is a simple command because it doesn't require any volume mounts or docker networking. | ||
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#### Run the linter with dev.Dockerfile | ||
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```bash | ||
docker run --rm \ | ||
-v $(pwd):/var/cartography \ | ||
-v $(pwd)/.cache/pre-commit:/var/cartography/.cache/pre-commit \ | ||
cartography-cncf/cartography-dev \ | ||
make test_lint | ||
``` | ||
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The volume mounts are necessary to let pre-commit from within the container edit source files on the host machine, and for pre-commit's cached state to save on your host machine without needing to update itself every time you run it. | ||
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#### Run integration tests with dev.Dockerfile | ||
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First run a Neo4j container: | ||
```bash | ||
docker run \ | ||
--publish=7474:7474 \ | ||
--publish=7687:7687 \ | ||
--network cartography-network \ | ||
-v data:/data \ | ||
--name cartography-neo4j \ | ||
--env=NEO4J_AUTH=none \ | ||
neo4j:4.4-community | ||
``` | ||
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and then call the integration test suite like this: | ||
```bash | ||
docker run --rm \ | ||
--network cartography-network \ | ||
-e NEO4J_URL=bolt://cartography-neo4j:7687 \ | ||
cartography-cncf/cartography-dev \ | ||
make test_integration | ||
``` | ||
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Note that we needed to specify the `NEO4J_URL` env var so that the integration test would be able to reach the Neo4j container. | ||
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#### Run the full test suite with dev.Dockerfile | ||
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Bring up a neo4j container | ||
```bash | ||
docker run \ | ||
--publish=7474:7474 \ | ||
--publish=7687:7687 \ | ||
--network cartography-network \ | ||
-v data:/data \ | ||
--name cartography-neo4j \ | ||
--env=NEO4J_AUTH=none \ | ||
neo4j:4.4-community | ||
``` | ||
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and then run the full test suite by specifying all the necessary volumes, network, and env vars. | ||
```bash | ||
docker run --rm \ | ||
-v $(pwd):/var/cartography \ | ||
-v $(pwd)/.cache/pre-commit:/var/cartography/.cache/pre-commit \ | ||
--network cartography-network \ | ||
-e NEO4J_URL=bolt://cartography-neo4j:7687 \ | ||
cartography-cncf/cartography-dev \ | ||
make test | ||
``` | ||
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#### Run a [custom sync script](#implementing-custom-sync-commands) with dev.Dockerfile | ||
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```bash | ||
docker run --rm cartography-cncf/cartography-dev python custom_sync.py | ||
``` | ||
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#### Run cartography CLI with dev.Dockerfile | ||
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```bash | ||
docker run --rm cartography-cncf/cartography-dev cartography --help | ||
``` | ||
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## How to write a new intel module | ||
See [here](writing-intel-modules.html). |
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.. toctree:: | ||
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developer-guide | ||
writing-analysis-jobs | ||
writing-intel-modules |
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# How to extend Cartography with Analysis Jobs | ||
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## Overview | ||
In a nutshell, Analysis Jobs let you add your own customizations to Cartography by writing Neo4j queries. This helps you add powerful enhancements to your data without the need to write Python code. | ||
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### The stages | ||
There are 3 stages to a cartography sync. First we create database indexes, next we ingest assets via intel modules, and finally we can run Analysis Jobs on the database (see [cartography.sync.build\_default\_sync()](https://github.com/lyft/cartography/blob/master/cartography/sync.py)). This tutorial focuses on Analysis Jobs. | ||
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### How to run | ||
Each Analysis Job is a JSON file with a list of Neo4j statements which get run in order. To run Analysis Jobs, in your call to `cartography`, set the `--analysis-job-directory` parameter to the folder path of your jobs. Although the order of statements within a single job is preserved, we don't guarantee the order in which jobs are executed. | ||
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## Example job: which of my EC2 instances is accessible to any host on the internet? | ||
The easiest way to learn how to write an Analysis Job is through an example. One of the Analysis Jobs that we've included by default in Cartography's source tree is [cartography/data/jobs/analysis/aws_ec2_asset_exposure.json](https://github.com/lyft/cartography/blob/master/cartography/data/jobs/analysis/aws_ec2_asset_exposure.json). This tutorial covers only the EC2 instance part of that job, but after reading this you should be able to understand the other steps in that file. | ||
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### Our goal | ||
After ingesting all our AWS data, we want to explicitly mark EC2 instances that are accessible to the public internet - a useful thing to know for anyone running an internet service. If any internet-open nodes are found, the job will add an attribute `exposed_internet = True` to the node. This way we can easily query to find the assets later on and take remediation action if needed. | ||
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But how do we make this determination, and how should we structure the job? | ||
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### The logic in plain English | ||
We can use the following facts to tell if an EC2 instance is open to the internet: | ||
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1. The EC2 instance is a member of a Security Group that has an IP Rule applied to it that allows inbound traffic from the 0.0.0.0/0 subnet. | ||
2. The EC2 instance has a network interface that is connected to a Security Group that has an IP Rule applied to it that allows inbound traffic from the 0.0.0.0/0 subnet. | ||
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The graph created by Cartography's sync process already has this information for us; we just need to run a few queries to properly to mark it with `exposed_internet = True`. This example is complex but we hope that this exposes enough Neo4j concepts to help you write your own queries. | ||
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### Translating the plain-English logic into Neo4j's Cypher syntax | ||
We can take the ideas above and use Cypher's declarative syntax to "sketch" out this graph path. | ||
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1. _The EC2 instance is a member of a Security Group that has an IP Rule applied to it that allows inbound traffic from the 0.0.0.0/0 subnet._ | ||
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In Cypher, this is | ||
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``` | ||
MATCH | ||
(:IpRange{id: '0.0.0.0/0'})-[:MEMBER_OF_IP_RULE]->(:IpPermissionInbound) | ||
-[:MEMBER_OF_EC2_SECURITY_GROUP]->(group:EC2SecurityGroup) | ||
<-[:MEMBER_OF_EC2_SECURITY_GROUP]-(instance:EC2Instance) | ||
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SET instance.exposed_internet = true, | ||
instance.exposed_internet_type = coalesce(instance.exposed_internet_type , []) + 'direct'; | ||
``` | ||
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In the `SET` clause we add `exposed_internet = True` to the instance. We also add a field for `exposed_internet_type` to denote what type of internet exposure has occurred here. You can read the [documentation for `coalesce`](https://neo4j.com/docs/cypher-manual/current/functions/scalar/#functions-coalesce), but in English this last part says "add `direct` to the list of ways this instance is exposed to the internet". | ||
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2. _The EC2 instance has a network interface that is connected to a Security Group that has an IP Rule applied to it that allows inbound traffic from the 0.0.0.0/0 subnet._ | ||
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This is the same as the previous query except for the final line: | ||
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``` | ||
MATCH | ||
(:IpRange{id: '0.0.0.0/0'})-[:MEMBER_OF_IP_RULE]->(:IpPermissionInbound) | ||
-[:MEMBER_OF_EC2_SECURITY_GROUP]->(group:EC2SecurityGroup) | ||
<-[:NETWORK_INTERFACE*..2]-(instance:EC2Instance) | ||
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SET instance.exposed_internet = true, | ||
instance.exposed_internet_type = coalesce(instance.exposed_internet_type , []) + 'direct'; | ||
``` | ||
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The `*..2` operator means "within 2 hops". We use this here as a shortcut because there are a few more relationships between NetworkInterfaces and EC2SecurityGroups that we can skip over. | ||
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Finally, notice that (1) and (2) are similar enough that we can actually merge them like this: | ||
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``` | ||
MATCH | ||
(:IpRange{id: '0.0.0.0/0'})-[:MEMBER_OF_IP_RULE]->(:IpPermissionInbound) | ||
-[:MEMBER_OF_EC2_SECURITY_GROUP]->(group:EC2SecurityGroup) | ||
<-[:MEMBER_OF_EC2_SECURITY_GROUP|NETWORK_INTERFACE*..2]-(instance:EC2Instance) | ||
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SET instance.exposed_internet = true, | ||
instance.exposed_internet_type = coalesce(instance.exposed_internet_type , []) + 'direct'; | ||
``` | ||
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Kinda neat, right? | ||
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### The skeleton of an Analysis Job | ||
Now that we know what we want to do on a sync, how should we structure the Analysis Job? Here is the basic skeleton that we recommend. | ||
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#### Clean up first, then update | ||
In general, the first statement(s) should be a "clean-up phase" that removes custom attributes or relationships that you may have added in a previous run. This ensures that whatever labels you add on this current run will be up to date and not stale. Next, the statements after the clean-up phase will perform the matching and attribute updates as described in the previous section. | ||
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**Here's our final result:** | ||
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``` | ||
{ | ||
"name": "AWS asset internet exposure", | ||
"statements": [ | ||
{ | ||
"__comment": "This is a clean-up statement to remove custom attributes", | ||
"query": "MATCH (n) | ||
WHERE n.exposed_internet IS NOT NULL | ||
AND labels(n) IN ['AutoScalingGroup', 'EC2Instance', 'LoadBalancer'] | ||
WITH n LIMIT $LIMIT_SIZE | ||
REMOVE n.exposed_internet, n.exposed_internet_type | ||
RETURN COUNT(*) as TotalCompleted", | ||
"iterative": true, | ||
"iterationsize": 1000 | ||
}, | ||
{ | ||
"__comment__": "This is our analysis logic as described in the section above", | ||
"query": MATCH (:IpRange{id: '0.0.0.0/0'})-[:MEMBER_OF_IP_RULE]->(:IpPermissionInbound) | ||
-[:MEMBER_OF_EC2_SECURITY_GROUP]->(group:EC2SecurityGroup) | ||
<-[:MEMBER_OF_EC2_SECURITY_GROUP|NETWORK_INTERFACE*..2]-(instance:EC2Instance) | ||
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SET instance.exposed_internet = true, | ||
instance.exposed_internet_type = coalesce(instance.exposed_internet_type , []) + 'direct';, | ||
"iterative": true, | ||
"iterationsize": 100 | ||
} | ||
] | ||
} | ||
``` | ||
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Setting a statement as `iterative: true` means that we will run this query on `#{iterationsize}` entries at a time. This can be helpful for queries that return large numbers of records so that Neo4j doesn't get too angry. | ||
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Now we can enjoy the fruits of our labor and query for internet exposure: | ||
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![internet-exposure-query](../images/exposed-internet.png) | ||
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## Recap | ||
As shown, you create an Analysis Job by putting together a bunch of `statements` together (which are essentially Neo4j queries). In general, each job should first clean up the custom attributes added by a previous run, and then it can perform the match and update steps to add the custom attributes back again. This ensures that your data is up to date. |
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