Qualys API Best Practices Series - ETL Blueprint Example Code within Python Virtual Environment
Project description
Qualys API Best Practices Series
IMPORTANT NOTE: The 0.7.x series is out. Please test before replacing your 0.6.x series code. The key changes are noted in the changelog.
BETA Release of Example code from the Qualys API Best Practices Series enhanced with some packaging and operational capability.
- Important Information
- QualysETL provides Extract, Transform, Load(ETL) of Qualys data with one command. XML, JSON, CSV, SQLite3 outputs are supported.
- KnowledgeBase, Host List, Host List Detection and Asset Inventory(GAV/CSAM) apis are supported with more to come, see roadmap for details.
- Easily correlate across all your data feeds via SQL to create custom views/reports.
- Ubuntu 20.04 and Red Hat 8.5 are the supported platforms.
- Please see the accompanying videos for guidance, especially Part 3 - Host List Detection. Qualys API Best Practices Series
- See Roadmap for additional details on what's coming next.
- See Python Package Index for Qualys ETL for latest version of qualysetl.
- See Quick Start to get started now.
Example: ETL Host List Detection Data
usage: qetl_manage_user [-h] [-u QETL_USER_HOME_DIR] [-e EXECUTE_ETL_MODULE] [-d DATETIME] [-c] [-t] [-l] [-p] [-s] [-m] [-r]
Command to Extract, Transform and Load Qualys Data into various forms ( CSV, JSON, SQLITE3 DATABASE )
optional arguments:
-h, --help show this help message and exit
-u QETL_USER_HOME_DIR, --qetl_user_home_dir QETL_USER_HOME_DIR
Please enter -u option
-e EXECUTE_ETL_MODULE, --execute_etl_module EXECUTE_ETL_MODULE
Execute etl_knowledgebase, etl_host_list, etl_host_list_detection, etl_asset_inventory, etl_test_system
-d DATETIME, --datetime DATETIME
YYYY-MM-DDThh:mm:ssZ UTC. Get All Data On or After Date. Ex. 1970-01-01T00:00:00Z acts as flag to obtain all data.
-c, --credentials update qualys api user credentials stored on disk: qualys username, password or api_fqdn_server
-t, --test test qualys credentials
-l, --logs detailed logs sent to stdout for test qualys credentials
-v, --version print help with version information.
-p, --prompt_credentials
prompt user for credentials
-s, --stdin_credentials
read stdin credentials json {"q_username":"your userid", "q_password":"your password", "q_api_fqdn_server":"api fqdn", "q_gateway_fqdn_server":"gateway api fqdn"}
-m, --memory_credentials
Get credentials from environment variables in memory: q_username, q_password, q_api_fqdn_server, and optionally add q_gateway_fqdn_server. Ex. export q_username=myuser
-r, --report Brief report of the users directory structure.
Example:
qetl_manage_user -u [path] -e etl_host_list_detection -d 1970-01-01T00:00:00Z
- qetl_manage_user will download all knowledgebase and vulnerability data, transforming them into JSON and sqlite.
- sqlite database will contain multiple normalized tables and views:
1) Host List Detection Endpoint - /api/2.0/fo/asset/host/vm/detection/?action=list
- Q_Host_List_Detection_HOSTS, Q_Host_List_Detection_QIDS - These tables represent your vulnerability data.
2) Host List Endpoint - /api/2.0/fo/asset/host/?action=list
- Q_Host_List - This table represents your Host List view of data.
3) KnowledgeBase Endpoint - /api/2.0/fo/knowledge_base/vuln/?action=list
- Q_KnowledgeBase_In_Host_List_Detection - corresponding QIDs from Q_Host_List_Detection_QIDS
4) Database View - Q_Host_List_Detection
This View brings together Host List, and Host List Detection Tables for one view of your vulnerability data.
Example: ETL Asset Inventory (GAV/CSAM API)
Example:
qetl_manage_user -u [path] -e etl_asset_inventory -d 1970-01-01T00:00:00Z
- qetl_manage_user will download all asset inventory data, transforming them into JSON and sqlite.
- sqlite database will contain multiple tables:
GAV/CSAM V2 API Endpoint - /rest/2.0/search/am/asset?assetLastUpdated=1970-01-01T00:00:00Z
* Q_Asset_Inventory - Asset Inventory of Asset Last Updated -d 'DATE' to now
* Q_Asset_Inventory_Software_Unique - Unique List of Software
* Q_Asset_Inventory_Software_AssetId - Unique List of AssetId to Software
Output of qetl_manage_user for etl_host_list_detection
Table of contents
- Quick Start
- Qualys API Best Practices Series
- ETL Examples
- Application Manager and Data
- Securing Your Application in the Data Center
- Example Run Logs
- License
- ChangeLog
Quick Start
Ubuntu 20.04 is the primary OS to run QualysETL. Red Hat 8.5 is an alternative OS that has been tested. Scroll past the Ubuntu Install for Red Hat 8.5 instructions. Contact your TAM and David Gregory for details.
Prerequisites Python Module on Ubuntu 20.04
1) Ubuntu 20.04
2) Python 3.8.5 or Latest Stable Release
3) On base 20.04 you'll need two additional packages.
sudo apt-get install python3-venv
sudo apt install python3-pip
4) Disk Space on Host.
- 100,000 hosts, expect ~400 Gigabytes for full copy of VM Data (Confirmed, Potential, Info Gathered)
- KnowledgeBase - expect ~1 Gigabyte.
- Host List - expect ~10 Gigabyte for 100K Hosts.
- Host List Detection - expect ~300-400 Gigabytes for 100K Hosts.
Installation
First Time Setup Activity on Ubuntu 20.04
- Login as "non-root" user that will run qualysetl.
- sudo root authorization required.
- Create your /opt/qetl application directory
- update apt package cache
- Install python3-venv
- Install python3-pip
- Install sqlite3
- Install sqlite3 sql browser
First Time Setup Instructions on Ubuntu 20.04
#!/usr/bin/env bash
# First Time Setup - Pre-create directory /opt/qetl
# Login as user that will execute qetl_manage_user
sudo mkdir /opt/qetl
sudo chown $USERNAME /opt/qetl
sudo chgrp $USERNAME /opt/qetl
sudo apt update
sudo apt install -y python3-venv python3-pip sqlite3 sqlitebrowser
Alternative First Time Setup Activity on Red Hat 8.5
- Login as "non-root" user that will run qualysetl.
- sudo root authorization required.
- Create your /opt/qetl application directory
- Install python3.9
- Update alternatives to point python3 at python3.9
- NOTE: sqlitebrowser is not part of Red Hat distribution. You may want to install sqlitebrowser from a trusted source, or select another sqlite workbench.
Alternative First Time Setup Instructions on Red Hat 8.5
#!/usr/bin/env bash
# First Time Setup - Pre-create directory /opt/qetl
# Login as user that will execute qetl_manage_user
sudo mkdir /opt/qetl
sudo chown $USERNAME /opt/qetl
sudo chgrp $USERNAME /opt/qetl
sudo yum -y install python39
sudo alternatives --set python3 /usr/bin/python3.9
Install or Upgrade QualysETL activity on Ubuntu or Red Hat
- Login as "non-root" user that will run qualysetl.
- deactivate to exit any current python virtual environment you may be in.
- Install/Upgrade qualysetl into your /home/$USERNAME/.local python directory
- Create qualysetl python virtual environment in /opt/qetl/qetl_venv, installing all required modules in venv
- Execute qualysetl to see help screen
Install or Upgrade QualysETL Instructions on Ubuntu or Red Hat
#!/usr/bin/env bash
# Login as user that will execute qetl_manage_user
# Install Application in Python Virtual Environment /opt/qetl/qetl_venv
deactivate 2>/dev/null # Ensure you are not in a python virtual environment, error is ok.
python3 -m pip install --upgrade qualysetl
/home/$USERNAME/.local/bin/qetl_setup_python_venv /opt/qetl
echo "Follow instructions output from qetl_setup_python_venv"
Create your first qualysetl user
To setup your first user, you'll need your qualys api username, password and your api fqdn.
Example transcript of setting up a new user
qualysetl@ubuntu:~$ source /opt/qetl/qetl_venv/bin/activate
(qetl_venv) qualysetl@ubuntu:~$ qetl_manage_user -u /opt/qetl/users/quays_dt4
qetl_user_home_dir does not exist: /opt/qetl/users/quays_dt4/qetl_home
Create new qetl_user_home_dir? /opt/qetl/users/quays_dt4/qetl_home ( yes or no ): yes
qetl_user_home_dir created: /opt/qetl/users/quays_dt4/qetl_home
Current username: initialuser in config: /opt/qetl/users/quays_dt4/qetl_home/cred/.etld_cred.yaml
Update Qualys username? ( yes or no ): yes
Enter new Qualys username: quays_dt4
Current api_fqdn_server: qualysapi.qualys.com
Update api_fqdn_server? ( yes or no ):
Enter new api_fqdn_server: qualysapi.qualys.com
Update password for username: quays_dt4
Update password? ( yes or no ): yes
Enter your Qualys password:
You have updated your credentials.
Qualys Username: quays_dt4
Qualys api_fqdn_server: qualysapi.qualys.com
Would you like to test login/logout of Qualys? ( yes or no ): yes
Qualys Login Test for quays_dt4 at api_fqdn_server: qualysapi.qualys.com
Testing Qualys Login for quays_dt4 Succeeded at qualysapi.qualys.com
with HTTPS Return Code: 200.
Thank you, exiting.
(qetl_venv) qualysetl@ubuntu:~$
Execute your first ETL.
Your initial configuration limits the total hosts downloaded to 1000 hosts vm_processed_after utc.now - 1 day. The initial configuration will only consume up to 2 connections. You can test this to ensure you are able to download data before moving on to more data.
- Command - qetl_manage_user -u /opt/qetl/users/quays_dt4 -e etl_host_list_detection
- Ouputs:
- Full Knowledgebase on first run.
- Host List vm_processed_after utc.now - 1 day limited to 1000 hosts for testing.
- Host List Detection driven by scope of Host List.
Transcript of command execution.
qetl_manage_user -u /opt/qetl/users/quays_dt4 -e etl_host_list_detection
Starting etl_host_list_detection. For progress see: /opt/qetl/users/quays_dt4/qetl_home/log/host_list_detection.log
Ending etl_host_list_detection. For results see: /opt/qetl/users/quays_dt4/qetl_home/log/host_list_detection.log
sqlitebrowser /opt/qetl/users/quays_dt4/qetl_home/data/host_list_detection_sqlite.db
SQLite Browser displaying Knowledgebase, Host List, and Host List Detection. Note that the knowledgebase in this database only includes qids found in host list detection. To see the full knowledgebase, open kb_sqlite.db. Q_Host_List_Detection is a view of Q_Host_List ( PREFIX HL_ ), Q_Host_List_Detection_Hosts ( PREFIX HLDH_ ), Q_Host_List_Detectino_QIDS ( PREFIX HLDQ_ ).
Uninstall
Uninstall qualysetl activity on Ubuntu 20.04.
- deactivate to exit any current python virtual environment you may be in.
- optionally remove application/data:
- python virtual environment: /opt/qetl/qetl_venv
- qualysetl data directory: /opt/qetl/users
- python3-venv
- python3-pip
- sqlite3
- sqlitebroswer
#!/usr/bin/env bash
deactivate # If you are in a python virtual environment
python3 -m pip uninstall qualysetl
# Optionally remove python virtual env, pip, sqlite3, sqlitebrowser and users application data.
# cd /opt/qetl/
# rm -ir qetl_venv # Optionally remove qetl_venv
# rm -ir users # Optionally remove users directory with data
# sudo apt remove -y python3-venv python3-pip sqlite3 sqlitebrowser
Uninstall qualysetl activity on Red Hat 8.5
- deactivate to exit any current python virtual environment you may be in.
- optionally remove application/data:
- python virtual environment: /opt/qetl/qetl_venv
- qualysetl data directory: /opt/qetl/users
#!/usr/bin/env bash
deactivate # If you are in a python virtual environment
python3 -m pip uninstall qualysetl
# Optionally remove python virtual env and user data
# cd /opt/qetl/
# rm -ir qetl_venv # Optionally remove qetl_venv
# rm -ir users # Optionally remove users directory with data
- Jump to ETL Examples to transform Qualys data into CSV, JSON and SQLite Databases.
Qualys API Best Practices Series
The example code from the Qualys API Best Practices Series is being hosted here to help customers with an example blueprint to automate transformation of data into their corporate data systems, further enhancing the visibility of outlier systems that are vulnerable.
This example code has been enhanced with some exception processing, logging, and a single point of execution creating an operational context within which to test/develop the code so customers can build automation into their remediation program.
Workflow Diagram
The workflow depicts the flow of etl for host list detection. The key output is the sqlite database that is ready for distribution
- qetl_manage_user -u [userdir] -e etl_host_list_detection -d [datetime] - Resulting sqlite database ready for distribution.
Component Diagram
The component diagram depicts major system interoperability components that deliver data into the enterprise.
| Component | Color | Purpose |
|---|---|---|
| Execution Environment | Blue | Host and Cloud where this application operates |
| Application | Grey | Application context to identify Local Docker, Python Application, Host and/or Filesystems |
| Input | Orange | Qualys data consumed by application |
| Execution | Green | Execution ETL of Qualys Data through various methods. (The Python Execution Environment on Docker or Traditional Host) |
| Data | Yellow | Host Data Folders that separate Application, and Subscription Data Users along with distribution pipelines representing the distribution of data to external sources, Cloud, Client, Other |
| Future | Black | TBD Future State Components such as GraphQL Server. |
Blueprint
Customer have many options for Qualys API integration today. Some customers realize they need to develop their own internal code to transform complex data, create custom metrics, create custom reports or ensure data is more accessible within their organizations for metrics and custom reporting.
As a result, Qualys decided on creating the API Best Practices Series to jumpstart clients with a blueprint of example code to help them automate delivery of complex data into their enterprise.
The overarching goal is to simplify our customers security stack and help them significantly reduce cost and complexity.
Key Goals and Solutions of this series are:
| Goal | Solution |
|---|---|
| Automate Vulnerability Data accessibility, transformation of complex data for analysis | JSON, CSV, SQLite Database Formats of Qualys Data readily accessible to Analytical BI Tools for on-demand analysis or for downstream loading into Enterprise Data Storage. |
| A single query interface to Qualys data | TBD Future GraphQL Server interface to data. |
| Automate Capturing Vulnerability Data into corporate processes | Blueprint of example code customers can customize to enhance their internal automation "API-First" strategy. |
| Automate Distribution of Vulnerability Data to Cloud Providers | Optional Distribution methods into cloud systems such as Amazon S3 Bucket |
| Automate Application Enhancements and Delivery | Docker application instance for reliable CI/CD delivery of enhancements, as well as traditional host execution on Linux Platforms. |
| Provide Execution Flexibility, Work Load Management, Password Security | Blueprint for enterprise jobstream execution (Ex. Autosys), password vaults (Ex. Hashicorp), or simple command line execution from a Virtual Machine instance of Ubuntu running on a laptop. |
| Provide Continous Vulnerability Data Pipeline | Blueprint for data transformation pipeline from Qualys to Enterprise Data Stores in various formats ( JSON, CSV, SQLite Database ) |
Roadmap
Capability | Target | Description
---------- | ------ | -----------
KnowledgeBase | June 2021 | Automate download and transform of KnowledgeBase into CSV, JSON and SQLite Database
Host List | June 2021 | Automate download and transform of Host List into CSV, JSON and SQLite Database
Host List Detection | June 2021 | Automate download and transform of Host List Detection into CSV, JSON and SQLite Database
Python Virtual Env | June 2021 | Encapsulate qetl Application into Python Virtual Environment at installation.
Asset Inventory(CSAM) | Oct 2021 | Automate download and transform of GAV/CSAM V2 API into CSV, JSON and SQLite Database
Performance Enhancements | Jan 2022 | Begin 0.7.x series with performance enhancements. See change log for details.
Asset Inventory(CSAM) | Aug 2022 | CSAM API Blog, Video, documentation updates for CSAM, additional edge cases for Qualys Maintenance Windows.
Host List ARS | Aug 2022 | Host List Asset Risk Score Added to QualysETL.
Host List Detection QDS | Aug 2022 | Host List Detection Qualys Detection Score Added to QualysETL.
Web Application Scanning(WAS) | Nov 2022 | Automate download and transform of WAS Findings
Asset Tagging API | Nov 2022 | Automate download and transform of Asset Tagging Information
Policy Compliance | Feb 2023 | Delayed to include PCRS. Automate download and transform of Policy Compliance Posture, Policy, Controls.
Activity Logs/Sub Info | May 2023 | Automate download and transform of Activity Logs, Subscription Info.
Docker Image | TBD | Encapsulate Python Application into distributable docker image for ease os operation and upgrade.
Other Modules | 2022 | TBD
Technologies
Project tested with:
- Ubuntu version: 20.04
- SQLite3 version: 3.31.1
- Python version: 3.8.5
- Qualys API: latest
ETL Examples
- Create XML, JSON, CSV and SQLite3 Database Formats of Qualys Data.
ETL Configuration
- Configuration file: /opt/qetl/users/[quser]/qetl_home/config/etld_config_settings.yaml
- Ensure you set these configurations:
- host_list_detection_concurrency_limit: 2
Set this to appropriate qualys concurrency limit value after reviewing the Qualys Limits Guide https://www.qualys.com/docs/qualys-api-limits.pdf with your TAM for Questions. - host_list_detection_limit_hosts: 1000
Set this to 1000000. It is defaulted to 1000 for first run testing. If you have over 1000000 ( 1 Million ) hosts, please contact your TAM and request meeting with David Gregory - [kb, host_list, host_list_detection, asset_inventory]_csv_truncate_cell_limit variables
Leave at zero unless you have special circumstances. You cannot present_csv_cell_as_json when truncation > 0
- host_list_detection_concurrency_limit: 2
(qetl_venv) qualysetl@ubuntu:~/.local/bin$ more /opt/qetl/users/qualysetl/qetl_home/config/etld_config_settings.yaml
#
# This file is generated by qetl_manage_user only on first invocation.
# File generated by qetl_manage_user on: $DATE
#
# YAML File of available configuration options for Qualys API Calls and future options.
# Ensure you set these configurations:
#
# 1) host_list_detection_concurrency_limit: 2
# - Set this to appropriate qualys concurrency limit value after reviewing the
# [Qualys Limits Guide] https://www.qualys.com/docs/qualys-api-limits.pdf with your TAM for Questions.
# Note: if you exceed the endpoints concurrency limit,
# the application will reset the concurrency limit to X-ConcurrencyLimit-Limit - 1
#
# 2) host_list_detection_limit_hosts: 1000
# - defaulted to 1000 for first run testing. This is an integer with no commas.
# - Set to 1000000 ( 1 million ) once you are up and running to obtain all hosts.
# - If you have over 1000000 ( 1 Million ) hosts, please contact dgregory@qualys.com
#
#
# kb_last_modified_after: 'default' # Leave at default. Knowledgebase is auto-incremental
# to full knowledgebase.
# kb_export_dir: 'default' # Leave at default until future use is developed.
# kb_payload_option: 'default' # Leave at default until future use is developed.
#
# host_list_vm_processed_after: 'default' # Leave at default until future use is developed.
# host_list_payload_option: 'default' # Leave at default until future use is developed.
# host_list_export_dir: 'default' # Leave at default until future use is developed.
#
# host_list_detection_payload_option: 'default' # Leave at default until future use is developed.
# host_list_detection_export_dir: 'default' # Leave at default until future use is developed.
# host_list_detection_vm_processed_after: 'default' # Leave at default until future use is developed.
# host_list_detection_concurrency_limit: 2 # Reset based on your subscription api concurrency limits
# host_list_detection_multi_proc_batch_size: 2000 # Leave at 2000
#
# asset_inventory_payload_option: 'default' # Leave at 'default' until future use is developed.
# asset_inventory_export_dir: 'default' # Leave at 'default' until future use is developed.
# asset_inventory_asset_last_updated: 'default' # Leave at 'default' until future use is developed.
#
# requests_module_tls_verify_status: True # Recommend leaving at True to protect application against
# man-in-middle attacks. False will set Python3 requests module
# verify option to False and requests will accept any TLS
# certificate presented by the server, and will ignore hostname
# mismatches and/or expired certificates, which will make your
# application vulnerable to man-in-the-middle (MitM) attacks
# This option is useful for development testing only when you
# are behind a reverse proxy, ex. Data Loss Prevention solution,
# and you haven't installed the trusted certificates yet.
requests_module_tls_verify_status: True
kb_last_modified_after: 'default'
kb_export_dir: 'default'
kb_payload_option: 'default'
host_list_vm_processed_after: 'default'
host_list_payload_option: 'notags'
host_list_export_dir: 'default'
host_list_detection_payload_option: 'default'
host_list_detection_export_dir: 'default'
host_list_detection_vm_processed_after: 'default'
host_list_detection_concurrency_limit: 2
host_list_detection_multi_proc_batch_size: 2000
asset_inventory_payload_option: 'default'
asset_inventory_export_dir: 'default'
asset_inventory_asset_last_updated: 'default'
ETL KnowledgeBase
KnowledgeBase ETL - Incremental Update to Knowledgebase. CSV, JSON, SQLite are full knowledgebase. XML is incremental.
- note the knowledgebase will rebuild itself every 30-90 days to ensure gdbm is reorganized.
qetl_manage_user -u /opt/qetl/users/quser -e etl_knowledgebase
ETL Host List
Host List ETL - Download Host List based on date
- if no date is used, Host List will auto increment from last run ( max LAST_VULN_SCAN_DATETIME ) or if no sqlite database exists it download start incremental pull from utc minus 1 day.
qetl_manage_user -u /opt/qetl/users/quser -e etl_host_list -d [YYYY-MM-DDThh:mm:ssZ]
See Application Manager and Data for location of your qetl_home directory.
ETL Host List Detection
Host List Detection ETL - Includes KnowledgeBase and Host List so do not run ETL Host List or ETL KnowledgeBase while Host List Detection ETL is runnning..
- if no date is used, The Host List Driver will auto increment from last run ( max LAST_VULN_SCAN_DATETIME ) or if no sqlite database exists it download start incremental pull from utc minus 1 day.
qetl_manage_user -u /opt/qetl/users/quser -e etl_host_list_detection -d [YYYY-MM-DDThh:mm:ssZ]
ETL Asset Inventory
Asset Inventory (GAV/CSAM API) ETL - Includes CyberSecurity Asset Inventory API (CSAM) or its subset Global Asset View API (GAV).
- if no date is used, The Asset Inventory will be pulled from UTC - one day.
qetl_manage_user -u /opt/qetl/users/quser -e etl_asset_inventory -d [YYYY-MM-DDThh:mm:ssZ]
ETL Test System
Test System ETL - Small system test to validate modules are all working.
- log/test_system.log will contain all results.
Executes Programs:
- etl_knowledgebase - updates knowledgebase up to date.
- etl_host_list ( 75 hosts )
- etl_host_list_detection ( 75 hosts )
- etl_asset_inventory ( 900 hosts )
qetl_manage_user -u /opt/qetl/users/quser -e etl_test_system
Application Manager and Data
qetl_manage_user application
- qetl_manage_user is your entry point to manage ETL of Qualys Data.
Host List Detection SQLite Database
- qetl_manage_user -u [userdir] -e etl_host_list_detection -d [datetime] - Resulting sqlite database ready for distribution.
Host List Detection SQLite Tables
- qetl_manage_user -u [userdir] -e etl_host_list_detection -d [datetime] - Resulting sqlite database ready for distribution.
Environment
- Python virtual environment
- Managed by qetl_manage_user
- Example options for qetl Home Directories:
- Prod: /opt/qetl/users/[user_name]/qetl_home
- Test: /usr/local/test/opt/qetl/users/[user_name]/qetl_home
- Dev: $HOME/opt/qetl/users/[user_name]/qetl_home
Application Directories
| Path | Description |
|---|---|
| opt/qetl/users/ | Directory of All Users |
| opt/qetl/users/[user]/qetl_home | Parent directory path for a user |
| [user]/qetl_home | User Home Directory |
| qetl_home/bin | User bin directory for customer to host scripts they create. |
| qetl_home/cred | Credentials Directory |
| qetl_home/cred/.etld_lib_credentials.yaml | Credentials file in yaml format. |
| qetl_home/cred/.qualys_cookie | Cookie file used for Qualys session management. |
| qetl_home/config | Application Options Configuration Directory |
| qetl_home/config/etld_lib_config_settings.yaml | Application Options |
| qetl_home/log | Logs Directory |
| qetl_home/log/kb.log | KnowledgeBase Run Logs |
| qetl_home/log/host_list.log | Host List Run Logs |
| qetl_home/log/host_list_detection.log | Host List Detection Run Logs |
| qetl_home/data | Application Data Directory containing all csv, xml, json, sqlite database data. |
| qetl_home/data/kb_sqlite.db | Cumulative Knowledgebase SQLite Database |
| qetl_home/data/knowledgebase_extract_dir | latest *.json.gz, *.xml.gz files |
| qetl_home/data/host_list_sqlite.db | vm_last_processed Host List SQLite Database |
| qetl_home/data/host_list_extract_dir | latest *.json.gz, *.xml.gz files |
| qetl_home/data/host_list_detection_sqlite.db | vm_last_processed Host List Detection SQLite Database |
| qetl_home/data/host_list_detection_extract_dir | vm_last_processed Host List Detection XML Data Dir |
| qetl_home/data/asset_inventory_extract_dir | Asset Inventory Extracts of last scan date of asset in JSON Format. |
| qetl_home/data/asset_inventory_sqlite.db | Asset Inventory SQLite Database |
Data Formats
Data Formats created in qetl_home/data:
| Format | Description |
|---|---|
| JSON | Java Script Object Notation useful for transfer of data between systems |
| CSV | Comma Separated Values useful for transfer of data between systems Formatted to help import data into various BI or Database Tools: Excel, Apache Open Office, Libre Office, Tableau, Microsoft PowerBI, SQL Database Loader |
| XML | Extensible Markup Language useful for transfer of data between systems |
| SQLite Database | SQLite Database: SQLite Database populated with Qualys Data, Useful as a self-contained SQL Database of Qualys Data for Analysis, Useful as an intermediary transformation into your overall Enterprise ETL Process, SQLite is an in-process library that implements a self-contained, serverless, zero-configuration, transactional SQL database engine |
Logging
Logging fields are pipe delimited with some formatting for raw readability. You can easily import this data into excel, a database for analysis or link this data to a monitoring system.
| Format | Description |
|---|---|
| YYYY-MM-DD hh:mm:ss,ms | UTC Date and Time. UTC is used to match internal date and time within Qualys data. |
| Logging Level | INFO, ERROR, WARNING, etc. Logging levels can be used for troubleshooting or remote monitoring for ERROR/WARNING log entries. |
| Module Name: YYYYMMDDHHMMSS | Top Level qetl Application Module Name that is executing, along with date to uniquely identify all log entries associated with that job. |
| User Name | Operating System User executing this application. |
| Function Name | qetl Application Function Executing. |
| Message | qetl Application Messages describing actions, providing data. |
See Application Directories for details of each log file.
cd qetl_home/log
head -3 kb.log
(qetl_venv) qualysetl@ubuntu:/opt/qetl/qetl_venv/bin$ cat /opt/qetl/users/qualys_user/qetl_home/log/kb.log | nl
1 2021-05-28 01:26:03,836 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_logging_stdout | LOGGING SUCCESSFULLY SETUP FOR STREAMING
2 2021-05-28 01:26:03,836 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_logging_stdout | PROGRAM: ['/home/dgregory/opt/qetl/qetl_venv/bin/qetl_manage_user', '-u', '/opt/qetl/users/qualys_user', '-e', 'etl_knowledgebase']
3 2021-05-28 01:26:03,897 | INFO | etl_knowledgebase: 20210528012603 | dgregory | check_python_version | Python version found is: ['3.8.5 (default, Jan 27 2021, 15:41:15) ', '[GCC 9.3.0]']
4 2021-05-28 01:26:03,897 | INFO | etl_knowledgebase: 20210528012603 | dgregory | get_sqlite_version | SQLite version found is: 3.31.1.
5 2021-05-28 01:26:03,898 | INFO | etl_knowledgebase: 20210528012603 | dgregory | set_qetl_code_dir | parent qetl code dir - /home/dgregory/opt/qetl/qetl_venv/lib/python3.8/site-packages
Application Monitoring
- To monitor the application for issues, the logging format includes a logging level.
- Monitoring for ERROR will help identify issues and tend to the overall health of the applicaiton operation.
Securing Your Application in the Data Center
Follow your corporate procedures for securing your application. A key recommendation is to use a password vault or remote invocation method that passes the credentials at run time so the password isn't stored on the system.
Password Vault
QualysETL provides options to inject credentials at runtime via qetl_manage_user, so your credentials are not stored on disk.
qetl_manage_user options to inject credentials at runtime are:
- -p, --prompt-credentials prompt user for credentials, also accepts stdin with credentials piped to program.
- -m, --memory-credentials get credentials from environment: q_username, q_password, q_api_fqdn_server
- -s, --stdin-credentials send credentials in json to stdin. Example: {"q_username": "your userid", "q_password": "your password", "q_api_fqdn_server": "api fqdn", "q_gateway_fqdn_server": "gateway api fqdn"}
Qualys recommends customers move to a password vault of their choosing to operate this applications credentials. By creating functions to obtain credentials from your corporations password vault, you can improve the security of your application by separating the password from the machine, injecting the credentials at runtime.
One way customers can do this is through a work load management solution, where the external work load management system ( Ex. Autosys ) schedules jobs injecting the required credentials to QualysETL application at runtime. This eliminates the need to store credentials locally on your system.
If you are unfamiliar with password vaults, here is one example from Hashicorp.
Example Run Logs
Uninstall and Install qetl
Uninstall Run Log
- Make sure you are not in your Python Virtual Environment when running uninstall.
Notice the command prompt does not include (qetl_env). That means you have deactivated the Python3 Virtual Environment
(qetl_venv) qualysetl@ubuntu:~$ deactivate
qualysetl@ubuntu:~/.local/bin$ python3 -m pip uninstall qualysetl
Found existing installation: qualysetl 0.6.30
Uninstalling qualysetl-0.6.30:
Would remove:
/home/dgregory/.local/bin/qetl_setup_python_venv
/home/dgregory/.local/lib/python3.8/site-packages/qualys_etl/*
/home/dgregory/.local/lib/python3.8/site-packages/qualysetl-0.6.30.dist-info/*
Proceed (y/n)? y
Successfully uninstalled qualysetl-0.6.30
qualysetl@ubuntu:~/.local/bin$
Install
- Make sure you are not in your Python Virtual Environment when installing this software.
Notice the command prompt does not include (qetl_env).
(qetl_env) qualysetl@ubuntu:~$ deactivate
qualysetl@ubuntu:~$ python3 -m pip install qualysetl
Collecting qualysetl
Downloading qualysetl-0.6.30-py3-none-any.whl (79 kB)
|████████████████████████████████| 79 kB 1.8 MB/s
Installing collected packages: qualysetl
Successfully installed qualysetl-0.6.30
qualysetl@ubuntu:~$
qetl_setup_python_env
qualysetl@ubuntu:~/.local/bin$ ./qetl_setup_python_venv /opt/qetl
Start qetl_setup_python_venv - Fri Jan 21 07:07:22 PST 2022
1) test_os_for_required_commands
2) test_for_pip_connectivity
3) prepare_opt_qetl_env_dirs
usage: qetl_setup_python_venv [/opt/qetl] [test|prod] [version number]
qetl_setup_python_venv [-h] for help
description:
Create a python3 virtual environment and install the qualysetl
application into that environment for usage. This isolates the
qualysetl application dependencies to the python3 virtual environment.
See https://pypi.org/project/qualysetl/ for first time setup and
installation instructions.
options:
qetl_setup_python_venv [/opt/qetl] [test|prod] [version number]
1) [/opt/qetl] - root directory where application and data
will be stored.
- You must be root to create this directory.
- See https://pypi.org/project/qualysetl/ for
first time setup/installation instructions.
2) [test|prod] - obtain QualysETL from test or prod pypi
instance.
3) [version number] - obtain version number of qualysetl.
examples:
1) qetl_setup_python_venv /opt/qetl
- Ensure you have /opt/qetl directory created before running
this program.
- Creates QualysETL Environment. See directory information
below.
2) qetl_setup_python_venv /opt/qetl prod 0.6.131
- will install version 0.6.131 of qualysetl from pypi.org into
your /opt/qetl/qetl_venv directory.
3) qetl_setup_python_venv /opt/qetl test 0.6.131
- will install version 0.6.131 of qualysetl from test.pypi.org
into your /opt/qetl/qetl_venv directory.
directory information:
/opt/qetl - root directory for Application and Data
/opt/qetl/qetl_venv - application directory for Qualys ETL
Python Virtual Environment
/opt/qetl/users - data directory containing results of
QualysETL execution.
files:
See https://dg-cafe.github.io/qualysetl/#application-manager-and-data
container notes:
1) For container deployment, ex docker, application and data
are separated for container deployment.
Container Application - /opt/qetl/qetl_venv should installed into the container image.
Persistent Data - /opt/qetl/users should be mapped to the underlying host
system for persistent storage of application data.
Create qetl Python Environment? /opt/qetl/qetl_venv prod:latest
Do you want to create your python3 virtual environment for qetl? ( yes or no ) yes
ok, creating python3 virtual /opt/qetl/qetl_venv
4) create_qetl_python_venv - will run for about 1-2 minutes
1 Package Version
2 --------------- ---------
3 boto3 1.17.97
4 botocore 1.20.97
5 certifi 2021.5.30
6 chardet 4.0.0
7 idna 2.10
8 jmespath 0.10.0
9 oschmod 0.3.12
10 pip 20.0.2
11 pkg-resources 0.0.0
12 python-dateutil 2.8.1
13 PyYAML 5.4.1
14 qualysetl 0.6.35
15 requests 2.25.1
16 s3transfer 0.4.2
17 setuptools 57.0.0
18 six 1.16.0
19 urllib3 1.26.5
20 wheel 0.36.2
21 xmltodict 0.12.0
1 Name: qualysetl
2 Version: 0.6.35
3 Summary: Qualys API Best Practices Series - ETL Blueprint Example Code within Python Virtual Environment
4 Home-page: https://dg-cafe.github.io/qualysetl/
5 Author: David Gregory
6 Author-email: dgregory@qualys.com, dave@davidgregory.com
7 License: Apache
8 Location: /opt/qetl/qetl_venv/lib/python3.8/site-packages
9 Requires:
10 Required-by:
Success! Your python virtual environment for qetl is: /opt/qetl/qetl_venv
Your python3 venv separates your base python installation from the qetl python requirements
and is your entry to executing the qetl_manage_user application. Your base qetl installation has
moved to your python virtual environment: /opt/qetl/qetl_venv
!!! save these commands as they are your entry to run the qetl application
1) source /opt/qetl/qetl_venv/bin/activate
2) /opt/qetl/qetl_venv/bin/qetl_manage_user ( Your entry point to operating qualysetl )
Next steps:
Enter your python3 virtual environment and begin testing qualys connectivity.
1) source /opt/qetl/qetl_venv/bin/activate
2) /opt/qetl/qetl_venv/bin/qetl_manage_user
End qetl_setup_python_venv - Thu 17 Jun 2021 08:40:04 PM PDT
qualysetl@ubuntu:~/.local/bin$
qetl_manage_user
You can execute qetl_manage_user to see options available. To operate the qetl_manage_user application you'll first enter the python3 virtual environment, then execute qetl_manage_user.
(qetl_venv) qualysetl@ubuntu:~/.local/bin$ qetl_manage_user
Please enter -u [ your /opt/qetl/users/ user home directory path ]
Note: /opt/qetl/users/newuser is the root directory for your qetl userhome directory,
enter a new path including the opt/qetl/users/newuser
in the path you have authorization to write to.
the prefix to your user directory opt/qetl/users is required.
Example:
1) /opt/qetl/users/newuser
usage: qetl_manage_user [-h] [-u QETL_USER_HOME_DIR] [-e EXECUTE_ETL_MODULE] [-d DATETIME] [-c] [-t] [-l] [-p] [-s] [-m] [-r]
Command to Extract, Transform and Load Qualys Data into various forms ( CSV, JSON, SQLITE3 DATABASE )
optional arguments:
-h, --help show this help message and exit
-u QETL_USER_HOME_DIR, --qetl_user_home_dir QETL_USER_HOME_DIR
Please enter -u option
-e EXECUTE_ETL_MODULE, --execute_etl_module EXECUTE_ETL_MODULE
Execute etl_knowledgebase, etl_host_list, etl_host_list_detection, etl_asset_inventory, etl_test_system
-d DATETIME, --datetime DATETIME
YYYY-MM-DDThh:mm:ssZ UTC. Get All Data On or After Date. Ex. 1970-01-01T00:00:00Z acts as flag to obtain all data.
-c, --credentials update qualys api user credentials stored on disk: qualys username, password or api_fqdn_server
-t, --test test qualys credentials
-l, --logs detailed logs sent to stdout for test qualys credentials
-p, --prompt_credentials
prompt user for credentials
-s, --stdin_credentials
read stdin credentials json {"q_username":"your userid", "q_password":"your password", "q_api_fqdn_server":"api fqdn", "q_gateway_fqdn_server":"gateway api fqdn"}
-m, --memory_credentials
Get credentials from environment variables in memory: q_username, q_password, q_api_fqdn_server, and optionally add q_gateway_fqdn_server. Ex. export q_username=myuser
-r, --report Brief report of the users directory structure.
qetl_manage_user Add User
To add a new user, execute qetl_manage_user -u [opt/users/your_new_user]. See example run log below.
qualysetl@ubuntu:~$ source /opt/qetl/qetl_venv/bin/activate
(qetl_venv) qualysetl@ubuntu:~$ qetl_manage_user
Please enter -u [ your /opt/qetl/users/ user home directory path ]
Note: /opt/qetl/users/newuser is the root directory for your qetl userhome directory,
enter a new path including the opt/qetl/users/newuser
in the path you have authorization to write to.
the prefix to your user directory opt/qetl/users is required.
Example:
1) /opt/qetl/users/newuser
usage: qetl_manage_user [-h] [-u QETL_USER_HOME_DIR] [-e EXECUTE_ETL_MODULE] [-d DATETIME] [-c] [-t] [-l] [-p] [-s] [-m] [-r]
Command to Extract, Transform and Load Qualys Data into various forms ( CSV, JSON, SQLITE3 DATABASE )
optional arguments:
-h, --help show this help message and exit
-u QETL_USER_HOME_DIR, --qetl_user_home_dir QETL_USER_HOME_DIR
Please enter -u option
-e EXECUTE_ETL_MODULE, --execute_etl_module EXECUTE_ETL_MODULE
Execute etl_knowledgebase, etl_host_list, etl_host_list_detection, etl_asset_inventory, etl_test_system
-d DATETIME, --datetime DATETIME
YYYY-MM-DDThh:mm:ssZ UTC. Get All Data On or After Date. Ex. 1970-01-01T00:00:00Z acts as flag to obtain all data.
-c, --credentials update qualys api user credentials stored on disk: qualys username, password or api_fqdn_server
-t, --test test qualys credentials
-l, --logs detailed logs sent to stdout for test qualys credentials
-p, --prompt_credentials
prompt user for credentials
-s, --stdin_credentials
read stdin credentials json {"q_username":"your userid", "q_password":"your password", "q_api_fqdn_server":"api fqdn", "q_gateway_fqdn_server":"gateway api fqdn"}
-m, --memory_credentials
Get credentials from environment variables in memory: q_username, q_password, q_api_fqdn_server, and optionally add q_gateway_fqdn_server. Ex. export q_username=myuser
-r, --report Brief report of the users directory structure.
(qetl_venv) qualysetl@ubuntu:~$ qetl_manage_user -u /opt/qetl/users/qqusr_dt4
qetl_user_home_dir does not exist: /opt/qetl/users/qqusr_dt4/qetl_home
Create new qetl_user_home_dir? /opt/qetl/users/qqusr_dt4/qetl_home ( yes or no ): yes
qetl_user_home_dir created: /opt/qetl/users/qqusr_dt4/qetl_home
Current username: initialuser in config: /opt/qetl/users/qqusr_dt4/qetl_home/cred/.etld_cred.yaml
Update Qualys username? ( yes or no ): yes
Enter new Qualys username: qqusr_dt4
Current api_fqdn_server: qualysapi.qualys.com
Update api_fqdn_server? ( yes or no ): no
Update password for username: qqusr_dt4
Update password? ( yes or no ): yes
Enter your Qualys password:
You have updated your credentials.
Qualys Username: qqusr_dt4
Qualys api_fqdn_server: qualysapi.qualys.com
Would you like to test login/logout of Qualys? ( yes or no ): yes
Qualys Login Test for qqusr_dt4 at api_fqdn_server: qualysapi.qualys.com
Testing Qualys Login for qqusr_dt4 Succeeded at qualysapi.qualys.com
with HTTPS Return Code: 200.
Thank you, exiting.
(qetl_venv) qualysetl@ubuntu:~/opt/qetl/qetl_venv/bin$
qetl_manage_user ETL KnowledgeBase
(qetl_venv) qualysetl@ubuntu:~/opt/qetl/qetl_venv/bin$ qetl_manage_user -u /opt/qetl/users/qualys_user -e etl_knowledgebase
Starting etl_knowledgebase. For progress see your /opt/qetl/users/qualys_user/qetl_home log directory
End etl_knowledgebase. For progress see your /opt/qetl/users/qualys_user/qetl_home log directory
(qetl_venv) qualysetl@ubuntu:~/opt/qetl/qetl_venv/bin$ cat /opt/qetl/users/qualys_user/qetl_home/log/kb.log | nl
1 2021-05-28 01:26:03,836 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_logging_stdout | LOGGING SUCCESSFULLY SETUP FOR STREAMING
2 2021-05-28 01:26:03,836 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_logging_stdout | PROGRAM: ['/home/dgregory/opt/qetl/qetl_venv/bin/qetl_manage_user', '-u', '/opt/qetl/users/qualys_user', '-e', 'etl_knowledgebase: 20210528012603']
3 2021-05-28 01:26:03,897 | INFO | etl_knowledgebase: 20210528012603 | dgregory | check_python_version | Python version found is: ['3.8.5 (default, Jan 27 2021, 15:41:15) ', '[GCC 9.3.0]']
4 2021-05-28 01:26:03,897 | INFO | etl_knowledgebase: 20210528012603 | dgregory | get_sqlite_version | SQLite version found is: 3.31.1.
5 2021-05-28 01:26:03,898 | INFO | etl_knowledgebase: 20210528012603 | dgregory | set_qetl_code_dir | parent qetl code dir - /home/dgregory/opt/qetl/qetl_venv/lib/python3.8/site-packages
6 2021-05-28 01:26:03,898 | INFO | etl_knowledgebase: 20210528012603 | dgregory | set_qetl_code_dir | child qetl code dir - /home/dgregory/opt/qetl/qetl_venv/lib/python3.8/site-packages/qualys_etl
7 2021-05-28 01:26:03,898 | INFO | etl_knowledgebase: 20210528012603 | dgregory | set_qetl_code_dir | etld_lib - /home/dgregory/opt/qetl/qetl_venv/lib/python3.8/site-packages/qualys_etl/etld_lib
8 2021-05-28 01:26:03,898 | INFO | etl_knowledgebase: 20210528012603 | dgregory | set_qetl_code_dir | etld_templates - /home/dgregory/opt/qetl/qetl_venv/lib/python3.8/site-packages/qualys_etl/etld_templates
9 2021-05-28 01:26:03,898 | INFO | etl_knowledgebase: 20210528012603 | dgregory | set_qetl_code_dir | etld_knowledgebase - /home/dgregory/opt/qetl/qetl_venv/lib/python3.8/site-packages/qualys_etl/etld_knowledgebase
10 2021-05-28 01:26:03,898 | INFO | etl_knowledgebase: 20210528012603 | dgregory | set_qetl_code_dir | etld_host_list - /home/dgregory/opt/qetl/qetl_venv/lib/python3.8/site-packages/qualys_etl/etld_host_list
11 2021-05-28 01:26:03,900 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_user_home_directories | parent user app dir - /opt/qetl/users/qualys_user
12 2021-05-28 01:26:03,900 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_user_home_directories | user home directory - /opt/qetl/users/qualys_user/qetl_home
13 2021-05-28 01:26:03,900 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_user_home_directories | qetl_user_root_dir - User root dir - /opt/qetl/users
14 2021-05-28 01:26:03,900 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_user_home_directories | qetl_user_home_dir - qualys user - /opt/qetl/users/qualys_user/qetl_home
15 2021-05-28 01:26:03,900 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_user_home_directories | qetl_user_data_dir - xml,json,csv,sqlite - /opt/qetl/users/qualys_user/qetl_home/data
16 2021-05-28 01:26:03,900 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_user_home_directories | qetl_user_log_dir - log files - /opt/qetl/users/qualys_user/qetl_home/log
17 2021-05-28 01:26:03,900 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_user_home_directories | qetl_user_config_dir - yaml configuration - /opt/qetl/users/qualys_user/qetl_home/config
18 2021-05-28 01:26:03,900 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_user_home_directories | qetl_user_cred_dir - yaml credentials - /opt/qetl/users/qualys_user/qetl_home/cred
19 2021-05-28 01:26:03,900 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_user_home_directories | qetl_user_bin_dir - etl scripts - /opt/qetl/users/qualys_user/qetl_home/bin
20 2021-05-28 01:26:03,902 | INFO | etl_knowledgebase: 20210528012603 | dgregory | load_etld_lib_config_settings_yaml | etld_config_settings.yaml - kb_last_modified_after: default
21 2021-05-28 01:26:03,902 | INFO | etl_knowledgebase: 20210528012603 | dgregory | load_etld_lib_config_settings_yaml | etld_config_settings.yaml - kb_export_dir: default
22 2021-05-28 01:26:03,902 | INFO | etl_knowledgebase: 20210528012603 | dgregory | load_etld_lib_config_settings_yaml | etld_config_settings.yaml - host_list_vm_processed_after: default
23 2021-05-28 01:26:03,902 | INFO | etl_knowledgebase: 20210528012603 | dgregory | load_etld_lib_config_settings_yaml | etld_config_settings.yaml - host_list_payload_option: notags
24 2021-05-28 01:26:03,902 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_kb_vars | knowledgeBase config - /opt/qetl/users/qualys_user/qetl_home/config/etld_config_settings.yaml
25 2021-05-28 01:26:03,902 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_kb_vars | kb_export_dir is direct from yaml
26 2021-05-28 01:26:03,902 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_kb_vars | kb_last_modified_after utc.now minus 7 days - 2021-05-21T00:00:00Z
27 2021-05-28 01:26:03,902 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_host_list_vars | host list config - /opt/qetl/users/qualys_user/qetl_home/config/etld_config_settings.yaml
28 2021-05-28 01:26:03,902 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_host_list_vars | host_list_vm_processed_after utc.now minus 7 days - 2021-05-27T00:00:00Z
29 2021-05-28 01:26:03,902 | INFO | etl_knowledgebase: 20210528012603 | dgregory | setup_host_list_vars | host_list_payload_option yaml - notags
30 2021-05-28 01:26:03,906 | INFO | etl_knowledgebase: 20210528012603 | dgregory | spawn_etl_in_background | Job PID 247944 kb_etl_workflow job running in background.
31 2021-05-28 01:26:03,907 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_start_wrapper | __start__ kb_etl_workflow ['/home/dgregory/opt/qetl/qetl_venv/bin/qetl_manage_user', '-u', '/opt/qetl/users/qualys_user', '-e', 'etl_knowledgebase: 20210528012603']
32 2021-05-28 01:26:03,907 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_start_wrapper | data directory: /opt/qetl/users/qualys_user/qetl_home/data
33 2021-05-28 01:26:03,907 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_start_wrapper | config file: /opt/qetl/users/qualys_user/qetl_home/config/etld_config_settings.yaml
34 2021-05-28 01:26:03,907 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_start_wrapper | cred yaml file: /opt/qetl/users/qualys_user/qetl_home/cred/.etld_cred.yaml
35 2021-05-28 01:26:03,907 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_start_wrapper | cookie file: /opt/qetl/users/qualys_user/qetl_home/cred/.etld_cookie
36 2021-05-28 01:26:03,907 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_extract_wrapper | start knowledgebase_extract xml from qualys with kb_last_modified_after=2021-05-21T00:00:00Z
37 2021-05-28 01:26:03,907 | INFO | etl_knowledgebase: 20210528012603 | dgregory | knowledgebase_extract | start
38 2021-05-28 01:26:03,909 | INFO | etl_knowledgebase: 20210528012603 | dgregory | get_cred | Found your subscription credentials file: /opt/qetl/users/qualys_user/qetl_home/cred/.etld_cred.yaml
39 2021-05-28 01:26:03,909 | INFO | etl_knowledgebase: 20210528012603 | dgregory | get_cred | username: quays93
40 2021-05-28 01:26:03,909 | INFO | etl_knowledgebase: 20210528012603 | dgregory | get_cred | api_fqdn_server: qualysapi.qg2.apps.qualys.com
41 2021-05-28 01:26:03,909 | INFO | etl_knowledgebase: 20210528012603 | dgregory | get_cred | ** Warning: Ensure Credential File permissions are correct for your company.
42 2021-05-28 01:26:03,909 | INFO | etl_knowledgebase: 20210528012603 | dgregory | get_cred | ** Warning: Credentials File: /opt/qetl/users/qualys_user/qetl_home/cred/.etld_cred.yaml
43 2021-05-28 01:26:03,909 | INFO | etl_knowledgebase: 20210528012603 | dgregory | get_cred | ** Permissions are: -rw------- for /opt/qetl/users/qualys_user/qetl_home/cred/.etld_cred.yaml
44 2021-05-28 01:26:03,909 | INFO | etl_knowledgebase: 20210528012603 | dgregory | knowledgebase_extract | api call - https://qualysapi.qg2.apps.qualys.com/api/2.0/fo/knowledge_base/vuln/
45 2021-05-28 01:26:03,909 | INFO | etl_knowledgebase: 20210528012603 | dgregory | knowledgebase_extract | api options - {'action': 'list', 'details': 'All', 'show_disabled_flag': '1', 'show_qid_change_log': '1', 'show_supported_modules_info': '1', 'show_pci_reasons': '1', 'last_modified_after': '2021-05-21T00:00:00Z'}
46 2021-05-28 01:26:03,909 | INFO | etl_knowledgebase: 20210528012603 | dgregory | knowledgebase_extract | cookie - False
47 2021-05-28 01:26:05,717 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_file_info | input file - https://qualysapi.qg2.apps.qualys.com/api/2.0/fo/knowledge_base/vuln/ size: change time:
48 2021-05-28 01:26:05,718 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_file_info | output file - /opt/qetl/users/qualys_user/qetl_home/data/kb.xml size: 728.51 kilobytes change time: 2021-05-27 21:26:05 local timezone
49 2021-05-28 01:26:05,718 | INFO | etl_knowledgebase: 20210528012603 | dgregory | knowledgebase_extract | end
50 2021-05-28 01:26:05,718 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_extract_wrapper | end knowledgebase_extract xml from qualys
51 2021-05-28 01:26:05,719 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_shelve_wrapper | start kb_shelve xml to shelve
52 2021-05-28 01:26:05,719 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_shelve_wrapper | input file: /opt/qetl/users/qualys_user/qetl_home/data/kb.xml
53 2021-05-28 01:26:05,719 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_shelve_wrapper | output file: /opt/qetl/users/qualys_user/qetl_home/data/kb_shelve
54 2021-05-28 01:26:05,719 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_shelve | start
55 2021-05-28 01:26:05,744 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_dbm_info | dbm type - dbm.gnu - /opt/qetl/users/qualys_user/qetl_home/data/kb_shelve
56 2021-05-28 01:26:05,815 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_shelve | count qualys qid added to shelve: 137 for /opt/qetl/users/qualys_user/qetl_home/data/kb_shelve
57 2021-05-28 01:26:05,815 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_file_info | input file - /opt/qetl/users/qualys_user/qetl_home/data/kb.xml size: 728.51 kilobytes change time: 2021-05-27 21:26:05 local timezone
58 2021-05-28 01:26:05,815 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_dbm_info | dbm type - dbm.gnu - /opt/qetl/users/qualys_user/qetl_home/data/kb_shelve
59 2021-05-28 01:26:05,815 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_file_info | output file - /opt/qetl/users/qualys_user/qetl_home/data/kb_shelve size: 632.00 kilobytes change time: 2021-05-27 21:26:05 local timezone
60 2021-05-28 01:26:05,815 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_shelve | end
61 2021-05-28 01:26:05,815 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_shelve_wrapper | end kb_shelve xml to shelve
62 2021-05-28 01:26:05,815 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_json_wrapper | start kb_load_json transform Shelve to JSON
63 2021-05-28 01:26:05,815 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_json_wrapper | input file: /opt/qetl/users/qualys_user/qetl_home/data/kb_shelve
64 2021-05-28 01:26:05,815 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_json_wrapper | output File: /opt/qetl/users/qualys_user/qetl_home/data/kb.json
65 2021-05-28 01:26:05,815 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_load_json | start
66 2021-05-28 01:26:05,840 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_load_json | count qid loaded to json: 137
67 2021-05-28 01:26:05,841 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_file_info | input file - /opt/qetl/users/qualys_user/qetl_home/data/kb_shelve size: 632.00 kilobytes change time: 2021-05-27 21:26:05 local timezone
68 2021-05-28 01:26:05,841 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_dbm_info | dbm type - dbm.gnu - /opt/qetl/users/qualys_user/qetl_home/data/kb_shelve
69 2021-05-28 01:26:05,841 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_file_info | output file - /opt/qetl/users/qualys_user/qetl_home/data/kb.json size: 645.81 kilobytes change time: 2021-05-27 21:26:05 local timezone
70 2021-05-28 01:26:05,841 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_load_json | end
71 2021-05-28 01:26:05,841 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_json_wrapper | end kb_load_json transform Shelve to JSON
72 2021-05-28 01:26:05,841 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_csv_wrapper | start kb_load_csv - shelve to csv
73 2021-05-28 01:26:05,841 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_csv_wrapper | input file: /opt/qetl/users/qualys_user/qetl_home/data/kb_shelve
74 2021-05-28 01:26:05,841 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_csv_wrapper | output file: /opt/qetl/users/qualys_user/qetl_home/data/kb.csv
75 2021-05-28 01:26:05,841 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_csv_wrapper | output file: /opt/qetl/users/qualys_user/qetl_home/data/kb_cve_qid_map.csv cve -> qid map in csv format
76 2021-05-28 01:26:05,841 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_create_csv_from_shelve | start
77 2021-05-28 01:26:05,864 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_create_csv_from_shelve | count rows written to csv: 137
78 2021-05-28 01:26:05,864 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_file_info | input file - /opt/qetl/users/qualys_user/qetl_home/data/kb_shelve size: 632.00 kilobytes change time: 2021-05-27 21:26:05 local timezone
79 2021-05-28 01:26:05,864 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_dbm_info | dbm type - dbm.gnu - /opt/qetl/users/qualys_user/qetl_home/data/kb_shelve
80 2021-05-28 01:26:05,864 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_file_info | output file - /opt/qetl/users/qualys_user/qetl_home/data/kb.csv size: 387.65 kilobytes change time: 2021-05-27 21:26:05 local timezone
81 2021-05-28 01:26:05,864 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_create_csv_from_shelve | end
82 2021-05-28 01:26:05,867 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_create_cve_qid_shelve | count rows written to cve to qid shelve: 334
83 2021-05-28 01:26:05,868 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_file_info | input file - /opt/qetl/users/qualys_user/qetl_home/data/kb_shelve size: 632.00 kilobytes change time: 2021-05-27 21:26:05 local timezone
84 2021-05-28 01:26:05,868 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_dbm_info | dbm type - dbm.gnu - /opt/qetl/users/qualys_user/qetl_home/data/kb_shelve
85 2021-05-28 01:26:05,868 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_file_info | output file - /opt/qetl/users/qualys_user/qetl_home/data/kb_cve_qid_map_shelve size: 44.00 kilobytes change time: 2021-05-27 21:26:05 local timezone
86 2021-05-28 01:26:05,868 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_csv_wrapper | end kb_load_csv - shelve to csv
87 2021-05-28 01:26:05,868 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_cve_qid_csv_wrapper | start kb_load_cve_qid_csv transform Shelve to CSV
88 2021-05-28 01:26:05,868 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_cve_qid_csv_wrapper | input file: /opt/qetl/users/qualys_user/qetl_home/data/kb_cve_qid_map_shelve
89 2021-05-28 01:26:05,868 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_cve_qid_csv_wrapper | output file: /opt/qetl/users/qualys_user/qetl_home/data/kb_cve_qid_map.csv
90 2021-05-28 01:26:05,868 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_cve_qid_csv_report | Start
91 2021-05-28 01:26:05,869 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_cve_qid_csv_report | Count of CVE rows written: 334
92 2021-05-28 01:26:05,869 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_cve_qid_csv_report | End
93 2021-05-28 01:26:05,869 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_cve_qid_csv_wrapper | end kb_load_cve_qid_csv transform Shelve to CSV
94 2021-05-28 01:26:05,869 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_sqlite_wrapper | start kb_load_sqlite transform Shelve to Sqlite3 DB
95 2021-05-28 01:26:05,869 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_sqlite_wrapper | input file: /opt/qetl/users/qualys_user/qetl_home/data/kb.csv
96 2021-05-28 01:26:05,869 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_sqlite_wrapper | output file: /opt/qetl/users/qualys_user/qetl_home/data/kb_load_sqlite.db
97 2021-05-28 01:26:05,869 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_load_sqlite | start
98 2021-05-28 01:26:05,884 | INFO | etl_knowledgebase: 20210528012603 | dgregory | bulk_insert_csv_file | Count rows added to table: 137
99 2021-05-28 01:26:05,884 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_file_info | input file - /opt/qetl/users/qualys_user/qetl_home/data/kb.csv size: 387.65 kilobytes change time: 2021-05-27 21:26:05 local timezone
100 2021-05-28 01:26:05,884 | INFO | etl_knowledgebase: 20210528012603 | dgregory | log_file_info | output file - /opt/qetl/users/qualys_user/qetl_home/data/kb_load_sqlite.db size: 520.00 kilobytes change time: 2021-05-27 21:26:05 local timezone
101 2021-05-28 01:26:05,884 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_load_sqlite | end
102 2021-05-28 01:26:05,884 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_to_sqlite_wrapper | end kb_load_sqlite transform Shelve to Sqlite3 DB
103 2021-05-28 01:26:05,884 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_distribution_wrapper | start kb_distribution
104 2021-05-28 01:26:05,884 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_dist | start
105 2021-05-28 01:26:05,884 | INFO | etl_knowledgebase: 20210528012603 | dgregory | copy_results_to_external_target | no actions taken. etld_config_settings.yaml kb_export_dir set to: default
106 2021-05-28 01:26:05,885 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_dist | end
107 2021-05-28 01:26:05,885 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_distribution_wrapper | end kb_distribution
108 2021-05-28 01:26:05,885 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_end_wrapper | runtime for kb_etl_workflow in seconds: 1.9780801669985522
109 2021-05-28 01:26:05,885 | INFO | etl_knowledgebase: 20210528012603 | dgregory | kb_end_wrapper | __end__ kb_etl_workflow ['/home/dgregory/opt/qetl/qetl_venv/bin/qetl_manage_user', '-u', '/opt/qetl/users/qualys_user', '-e', 'etl_knowledgebase: 20210528012603']
Review ETL KnowledgeBase Data
(qetl_venv) qualysetl@ubuntu:/opt/qetl/users/qualys_user/qetl_home/data$ cd /opt/qetl/users/qualys_user/qetl_home/data/
(qetl_venv) qualysetl@ubuntu:/opt/qetl/users/qualys_user/qetl_home/data$ ls kb_sqlite.db knowledgebase_extract_dir
1 kb_sqlite.db
2 kb_utc_run_datetime_2022-01-13T07:29:49Z_utc_last_modified_after_2021-12-14T00:00:00Z_batch_000001.json.gz
3 kb_utc_run_datetime_2022-01-13T07:29:49Z_utc_last_modified_after_2021-12-14T00:00:00Z_batch_000001.xml.gz
License
Copyright 2021 David Gregory and Qualys Inc.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
ChangeLog
Beginning with 0.6.98 a change log will be maintained here.
Version | Date of Change | Description of Changes
------- | -------------- | ----------------------
0.6.98 | 2021-08-06 10:00 ET | minor update to order of python virtual env package install. Install Script: qetl_setup_python_venv
0.6.99 | 2021-08-06 11:30 ET | minor update, added module chardet.
0.6.100 | 2021-08-10 12:00 ET | minor documentation update.
0.6.101 | 2021-08-11 12:00 ET | minor update to asset_inventory gateway selection.
0.6.102 | 2021-08-13 12:00 ET | minor update to documentation.
0.6.103 | 2021-08-26 18:00 ET | minor update to allow host list detection to continue to run for up to 1 day.
0.6.104 | 2021-08-27 18:00 ET | update to address encoding error in complex data.
0.6.105 | 2021-09-09 12:00 ET | updated roadmap, and updated retry after receiving 409 (concurrency) or 202 (duplicate operation), sleep 2 min and retry.
0.6.106 | 2021-09-29 12:00 ET | Minor update to allow sqlite 3.26.
0.6.107 | 2021-09-29 20:00 ET | Minor update to adding ability to show tags in Host List. If host_list_show_tags: '1' is added to etld_config_settings.yaml, then the host list will include qualys tags.
0.6.108 | 2021-10-01 20:00 ET | Updated documentation to include Red Hat 8.4 instructions.
0.6.109 | 2021-10-02 12:00 ET | Updated documentation to include Asset Inventory (GAV/CSAM V2) API.
0.6.112 | 2021-11-07 12:00 ET | Updated etl_asset_inventory to include new fields: criticality, businessInformation, assignedLocation, businessAppListData. Updated retry and program max run time sanity checks. Updated Asset Inventory Logging to include count of assets prior to executing download. Updated Host List to include cloud meta data.
0.6.113 | 2021-11-16 12:00 ET | Updated file change sanity check to 20 min of inactivity.
0.6.117 | 2021-11-18 06:00 ET | Updated http wait time from 30 sec to 5 min. Added counters to asset inventory csv logging. Reverse Sort to add newest assets to shelve in asset_inventory_shelve without overwriting dups.
0.6.118 | 2021-11-18 06:00 ET | Updated performance reading shelve database in asset inventory process. Tested 1.5 Million hosts successfully.
0.6.119 | 2021-11-24 06:00 ET | Updated asset inventory features to include presenting JSON in csv cells instead of indexed list, as well as feature to not truncate data. To enable these feature, edit your etld_config_settings.yaml to include 'asset_inventory_present_csv_cell_as_json: True' and edit your etld_config_settings.yaml to include: asset_inventory_csv_truncate_cell_limit: False
0.6.123 | 2021-12-01 19:00 ET | Part 1) Updated asset inventory features to include tables Q_Asset_Inventory_Software_Assetid (Asset ID to Software) and Q_Asset_Inventory_Software_Unique ( unique list of software and lifecycle info found in asset inventory ). These tables are useful to create views of unique software, unique software -> server.
0.6.123 | 2021-12-01 19:00 ET | Part 2) Updated qetl_manage_user credential handling to support -p prompt for cred, -s accept json creds from stdin, -m accept creds exported to environment.
0.6.124 | 2021-12-02 09:00 ET | Minor update to improve exception handling in extract
0.6.126 | 2021-12-04 19:00 ET | Minor update to help and version options for qetl_manage_user
0.6.130 | 2021-12-09 12:00 ET | Part 1) Added feature present JSON in csv cells to etl_knowledgebase, etl_host_list, etl_host_list_detection, etl_asset_inventory. To enable these feature, edit your etld_config_settings.yaml to include 'kb_present_csv_cell_as_json: True', 'host_list_present_csv_cell_as_json: True' 'host_list_detection_present_csv_cell_as_json: True', 'asset_inventory_present_csv_cell_as_json: True'
0.6.130 | 2021-12-09 12:00 ET | Part 2) Added feature "no truncation" if truncate cell limit is 0 in etl_knowledgebase, etl_host_list, etl_host_list_detection, etl_asset_inventory. To enable this feature, edit your etld_config_settings.yaml to update: 'asset_inventory_csv_truncate_cell_limit: 0' 'kb_csv_truncate_cell_limit: 0' 'host_list_csv_truncate_cell_limit: 0' 'host_list_detection_csv_truncate_cell_limit: 0'.
0.6.130 | 2021-12-09 12:00 ET | Part 3) Added feature to allow customers in development to set Python3 requests verify=False. This setting is not recommended as it can result in a man-in-the-middle (MitM) attack. To enable Python3 requests verify=False, edit your etld_config_settings.yaml and add the setting 'requests_module_tls_verify_status: False'. Default is True. When set to False logging will include warning messages about insecurity of the setting. We recommend repairing certificate chain instead of setting this option to False. Defaults to True, requiring requests to verify the TLS certificate at the remote end. If verify is set to False, requests will accept any TLS certificate presented by the server, and will ignore hostname mismatches and/or expired certificates, which will make your application vulnerable to man-in-the-middle (MitM) attacks. Only set this to False for testing.
0.6.130 | 2021-12-09 12:00 ET | Part 4) Minor updates to improve progress counters in logging, minor update to asset inventory logging to include batch number.
0.6.131 | 2021-12-09 13:00 ET | Minor updates to formatting of ReadMe.
0.7.6 | 2022-01-12 16:00 ET | Begin 0.7.x series to include major update in performance and updates to db schemas. See below for changes. Please test before replacing 0.6.x series.
0.7.6 | 2022-01-12 16:00 ET | changes to 0.7.x series: 1) All extract data is loaded into their respective extract directories. knowledgebase_extract_dir, host_list_extract_dir, host_list_detection_extract_dir, asset_inventory_extract_dir. All files are gzip compressed.
0.7.6 | 2022-01-12 16:00 ET | changes to 0.7.x series: 2) CSV Files are no longer auto generated. use sqlite3 -csv -header sqlite_file.db "select * from TABLE_NAME" > OUTPUTFILE.csv to generate your csv files post process.
0.7.6 | 2022-01-12 16:00 ET | changes to 0.7.x series: 3) All xml files are converted to json files in their respective extract directories.
0.7.6 | 2022-01-12 16:00 ET | changes to 0.7.x series: 4) host_list_detection_sqlite.db schema has been updated. Please review tables to create the views of data you require. Q_Host_List_Detection is now a view of Q_Host_List, Q_Host_List_Detection_HOSTS, and Q_Host_List_Detection_QIDS. Each field in view Q_Host_List_Detection is prefixed with the source of their data ( HL_ = Q_Host_List, HLDH_ = Q_Host_List_Detection_Hosts, HLDQ_ = Q_Host_List_Detection_QIDS. host_list_detection_sqlite.db can be used to update a central database of all historical data post process.
0.7.6 | 2022-01-12 16:00 ET | changes to 0.7.x series: 5) host_list_sqlite.db schema has been updated. Please review tables to create the views of data you require.
0.7.6 | 2022-01-12 16:00 ET | changes to 0.7.x series: 6) kb_load_sqlite.db has been renamed kb_sqlite.db
0.7.6 | 2022-01-12 16:00 ET | changes to 0.7.x series: 7) kb_sqlite.db schema has been updated. Please review tables to create the views of data you require.
0.7.6 | 2022-01-12 16:00 ET | changes to 0.7.x series: 8) asset_inventory_sqlite.db schema has been updated. Please review tables to create the views of data you require.
0.7.6 | 2022-01-12 16:00 ET | changes to 0.7.x series: 9) -e etl_test_system will execute a sampling of all etl programs with the resulting log in log/test_system.log. ERRORS in this log indicate an unhealthy system.
0.7.6 | 2022-01-12 16:00 ET | changes to 0.7.x series: 10) There is no csv cell truncation as all csv cells with nested data are now json objects instead of flat lists.
0.7.6 | 2022-01-12 16:00 ET | changes to 0.7.x series: 11) A new CVE view of knowledgebase is available Q_KnowledgeBase_CVE_LIST.
0.7.7 | 2022-01-13 10:00 ET | Minor updates to test_system to get 75 hosts.
0.7.8 | 2022-01-13 15:00 ET | Minor updates to documenation prior to pypi.org launch.
0.7.9 | 2022-01-14 15:00 ET | Minor updates to documenation.
0.7.10 | 2022-01-15 02:00 ET | Update to asset inventory workflow to optimize data load.
0.7.11 | 2022-01-15 14:00 ET | Q_Knowledgebase_CVE_LIST view bug fix.
0.7.13 | 2022-01-20 19:00 ET | Update to allow for test or prod install of specific qualysetl version. Also, improvements in exception processing across modules and preliminary work on WAS.
0.7.14 | 2022-01-21 09:00 ET | Updated etl_asset_inventory to ensure gzip compression is default. Update documentation from Red Hat 8.4 to Red Hat 8.5 which is the current 8.x series of Red Hat.
0.7.15 | 2022-01-21 09:00 ET | Updated help documentation for qetl_setup_python_venv.
0.7.16 | 2022-02-09 15:00 ET | Updated etl_asset_inventory for GAV only customer processing.
0.7.17 | 2022-03-25 12:00 ET | Updated etl_asset_inventory enhancements to retry exception processing for malformed json and http error codes.
0.7.18 | 2022-03-25 12:00 ET | Updated Roadmap
0.7.19 | 2022-03-26 12:00 ET | Updated retry limits for etl_asset_inventory.
0.7.20 | 2022-03-27 15:00 ET | Updated etl_asset_inventory auth token refresh.
0.7.40 | 2022-08-02 18:00 ET | Updated etl_asset_inventory auth token refresh for edge case during maintenance window (http 503). Also, updated Road Map.
0.7.40 | 2022-08-02 18:00 ET | Updated http_conn_timeout default for all modules to address long running queries.
0.7.40 | 2022-08-02 18:00 ET | Updated Host List to include ASSET_RISK_SCORE, ASSET_CRITICALITY_SCORE, ARS_FACTORS. Edit etld_config_settings.yaml to include: host_list_payload_option: {'show_ars': '1', 'show_ars_factors': '1'} to enable capturing data. Your subscription must have ARS enabled. Contact your TAM and dgregory@qualys.com if this option does not work for you.
0.7.40 | 2022-08-02 18:00 ET | Updated Host List Detection to include QDS, QDS_FACTORS Edit etld_config_settings.yaml to include: host_list_detection_payload_option: {'show_qds': '1', 'show_qds_factors': '1'} to enable capturing data. Your subscription must have ARS enabled. Contact your TAM and dgregory@qualys.com if this option does not work for you.
0.7.41 | 2022-08-30 18:00 ET | Updated Host List Detection to enable host_list_detection_multi_proc_batch_size for values less than 2000 hosts.
0.7.42 | 2022-08-31 06:00 ET | Updated ulimit for open files to accomdate multiprocessing pipes in host list detection for large jobs.
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