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· 4 min read

The openai provider for stackql is now available in the dev stackql provider registry. The openai provider for stackql includes services assistants, audit_logs, batch, chat, completions, embeddings, files, images, models, moderations, projects, uploads, vector_stores, and more. To get started download stackql, set the OPENAI_API_KEY environment variable and use the dev registry as shown here: 

export DEV_REG="{ \"url\": \"https://registry-dev.stackql.app/providers\" }"
./stackql --registry="${DEV_REG}" shell

Then pull the openai provider using:

REGISTRY PULL openai;

Now you can run some queries, here are a few simple examples:

stackql  >>select * from openai.models.models;
|------------|------------------------------------|--------|-----------------|
|  created   |                 id                 | object |    owned_by     |
|------------|------------------------------------|--------|-----------------|
| 1712361441 | gpt-4-turbo                        | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1712601677 | gpt-4-turbo-2024-04-09             | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1681940951 | tts-1                              | model  | openai-internal |
|------------|------------------------------------|--------|-----------------|
| 1699053241 | tts-1-1106                         | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1723515131 | chatgpt-4o-latest                  | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1698798177 | dall-e-2                           | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1677532384 | whisper-1                          | model  | openai-internal |
|------------|------------------------------------|--------|-----------------|
| 1706037777 | gpt-4-turbo-preview                | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1727460443 | gpt-4o-audio-preview               | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1692901427 | gpt-3.5-turbo-instruct             | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1727389042 | gpt-4o-audio-preview-2024-10-01    | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1706037612 | gpt-4-0125-preview                 | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1706048358 | gpt-3.5-turbo-0125                 | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1677610602 | gpt-3.5-turbo                      | model  | openai          |
|------------|------------------------------------|--------|-----------------|
| 1692634615 | babbage-002                        | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1692634301 | davinci-002                        | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1727131766 | gpt-4o-realtime-preview-2024-10-01 | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1698785189 | dall-e-3                           | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1727659998 | gpt-4o-realtime-preview            | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1722814719 | gpt-4o-2024-08-06                  | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1715367049 | gpt-4o                             | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1721172741 | gpt-4o-mini                        | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1715368132 | gpt-4o-2024-05-13                  | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1721172717 | gpt-4o-mini-2024-07-18             | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1699046015 | tts-1-hd                           | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1699053533 | tts-1-hd-1106                      | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1698957206 | gpt-4-1106-preview                 | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1671217299 | text-embedding-ada-002             | model  | openai-internal |
|------------|------------------------------------|--------|-----------------|
| 1683758102 | gpt-3.5-turbo-16k                  | model  | openai-internal |
|------------|------------------------------------|--------|-----------------|
| 1705948997 | text-embedding-3-small             | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1705953180 | text-embedding-3-large             | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1698959748 | gpt-3.5-turbo-1106                 | model  | system          |
|------------|------------------------------------|--------|-----------------|
| 1686588896 | gpt-4-0613                         | model  | openai          |
|------------|------------------------------------|--------|-----------------|
| 1687882411 | gpt-4                              | model  | openai          |
|------------|------------------------------------|--------|-----------------|
| 1694122472 | gpt-3.5-turbo-instruct-0914        | model  | system          |
|------------|------------------------------------|--------|-----------------|

here is an example of a chat completion using the provider:

stackql  >>select choices from openai.chat.completions
stackql  >>where data__model = 'gpt-4o'
stackql  >>and data__messages = '[{"role": "system", "content": "what is stackql?"}]';
|----------------------------------------------------------------------------------|
|                                     choices                                      |
|----------------------------------------------------------------------------------|
| [{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"StackQL |
| is a query language designed to interact with cloud infrastructure services      |
| such as AWS, Google Cloud Platform, Microsoft Azure, and others. It allows users |
| to manage and provision resources using a SQL-like syntax, enabling familiar     |
| database-style querying for cloud infrastructure management. StackQL simplifies  |
| the process of interacting with APIs from various cloud providers by providing   |
| a unified interface, allowing for efficient resource management and automation   |
| through queries that resemble SQL statements. This can make it easier for those  |
| familiar with SQL to manage cloud resources without needing to dive deep into    |
| the intricacies of each provider's API.","refusal":null,"role":"assistant"}}]    |
|----------------------------------------------------------------------------------|

then run it again...

stackql  >>select choices from openai.chat.completions
stackql  >>where data__model = 'gpt-4o'
stackql  >>and data__messages = '[{"role": "system", "content": "what is stackql?"}]';
|----------------------------------------------------------------------------------|
|                                     choices                                      |
|----------------------------------------------------------------------------------|
| [{"finish_reason":"stop","index":0,"logprobs":null,"message":{"content":"StackQL |
| is a query language and platform designed to simplify the management and         |
| automation of cloud infrastructure. It allows users to interact with cloud       |
| services using SQL-like queries, providing a familiar and powerful interface for |
| developers and IT professionals. By abstracting the complexities of different    |
| cloud providers, StackQL enables users to perform operations such as deploying,  |
| configuring, and managing infrastructure resources across various cloud          |
| platforms through a unified command-line interface or programmatic environment.  |
| This can be particularly useful for tasks like resource provisioning,            |
| monitoring, and compliance auditing, offering an efficient way to manage         |
| multi-cloud environments.","refusal":null,"role":"assistant"}}]                  |
|----------------------------------------------------------------------------------|

its stochastic of course so you will get slightly different answers each time

More to come! Let us know what you think! ⭐ us on GitHub.

· One min read

The latest google provider for stackql is available now, and includes a new oracledatabase service, including resources for cloud_vm_clusters, db_nodes, db_servers, cloud_exadata_infrastructures, entitlements, and more.

Summary stats for the new google provider:

Versionv24.09.00254
Total services168
Total resources1941


Let us know what you think! ⭐ us on GitHub.

· 2 min read

Analyzing firewall rules is crucial for maintaining security in your cloud infrastructure. Using StackQL, you can efficiently query and analyze Google Cloud firewall configurations to ensure that your security policies are correctly implemented and that there are no unexpected open ports or protocols that might pose a security risk. Below is a simple query that retrieves important details about the ingress firewall rules for a specific network in a Google Cloud project.

SELECT 
    name, 
    source_range,
    ip_protocol,
    allowed_ports,
    direction
FROM (
    SELECT 
    name,
    source_ranges.value as source_range,  
    JSON_EXTRACT(allowed.value, '$.IPProtocol') as ip_protocol,
    JSON_EXTRACT(allowed.value, '$.ports') as allowed_ports,
    direction
    FROM google.compute.firewalls, json_each(sourceRanges) as source_ranges, json_each(allowed) as allowed
    WHERE project = 'stackql-k8s-the-hard-way-demo' 
    AND network = 'https://www.googleapis.com/compute/v1/projects/stackql-k8s-the-hard-way-demo/global/networks/kubernetes-the-hard-way-dev-vpc'
) t 
WHERE 
source_range = '0.0.0.0/0' 
and direction = 'INGRESS';

This query provides a comprehensive list of all ingress firewall rules that apply to any IP address (0.0.0.0/0) within the specified Google Cloud project and network. The results include the firewall rule name, the source IP range, the protocol, the allowed ports, and the direction of the traffic, an example is shown below:

|-----------------------------------------------|--------------|-------------|---------------|-----------|                                                                                         
|                     name                      | source_range | ip_protocol | allowed_ports | direction |                                                                                         
|-----------------------------------------------|--------------|-------------|---------------|-----------|                                                                                         
| default-allow-icmp                            | 0.0.0.0/0    | icmp        | null          | INGRESS   |                                                                                         
|-----------------------------------------------|--------------|-------------|---------------|-----------|                                                                                         
| default-allow-rdp                             | 0.0.0.0/0    | tcp         | ["3389"]      | INGRESS   |                                                                                         
|-----------------------------------------------|--------------|-------------|---------------|-----------|                                                                                         
| default-allow-ssh                             | 0.0.0.0/0    | tcp         | ["22"]        | INGRESS   |                                                                                         
|-----------------------------------------------|--------------|-------------|---------------|-----------|                                                                                         
| kubernetes-the-hard-way-dev-allow-external-fw | 0.0.0.0/0    | tcp         | ["22"]        | INGRESS   |                                                                                         
|-----------------------------------------------|--------------|-------------|---------------|-----------|                                                                                         
| kubernetes-the-hard-way-dev-allow-external-fw | 0.0.0.0/0    | tcp         | ["6443"]      | INGRESS   |                                                                                         
|-----------------------------------------------|--------------|-------------|---------------|-----------|                                                                                         
| kubernetes-the-hard-way-dev-allow-external-fw | 0.0.0.0/0    | icmp        | null          | INGRESS   |                                                                                         
|-----------------------------------------------|--------------|-------------|---------------|-----------|

You can use this query to help quickly identify potential security vulnerabilities. Regularly auditing these rules ensures that your cloud environment remains secure and that only the necessary ports and protocols are open to the internet.

Give us your feedback! ⭐ us here!

· One min read

We have released the latest StackQL provider for Google, which includes:

  • 14 new services (including alloydb, apphub, biglake, bigquerydatapolicy, looker and more)
  • 231 new resources
  • 1,185 new methods

More information is available here. Run the following to install or update the Google provider:

-- run from stackql shell
REGSITRY PULL google;

or

# from the command line
stackql registry pull google

Give us your feedback! ⭐ us here!

· One min read
info

stackql is a dev tool that allows you to query and manage cloud and SaaS resources using SQL, which developers and analysts can use for CSPM, assurance, user access management reporting, IaC, XOps and more.

We're excited to announce the release of two new StackQL providers: datadog and pagerduty. The daatdog provider includes 41 services and 405 methods at your disposal, you can query and manage everything from APM retention filters, audit logs, to cloud workload security and more. More information on the dataog provider can be found here.

The pagerduty provider includes an array of services like events, metrics, monitors, and users to fully leverage the operational prowess of these platforms. Whether it's maintaining the security posture with cloud_workload_security and security_monitoring or managing resources with containers and incidents, StackQL gives you the visibility and control over pagerduty, datadog or numerous other XaaS platforms. More information on the pagerduty provider can be found here.

Let us know your thoughts! Visit us and give us a ⭐ on GitHub