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# ask-marvin
s
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m
There isn't a comprehensive, step-by-step guide for migrating from a simple SQLite deployment to a more robust setup like Postgres in Docker or Kubernetes. However, here are some general steps and useful resources: 1. Prepare the PostgreSQL Database: - Set up PostgreSQL in your preferred environment (Docker, Kubernetes, etc.). - Configure the database connection URL for Prefect to use PostgreSQL. Example:
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prefect config set PREFECT_API_DATABASE_CONNECTION_URL="<postgresql+asyncpg://postgres:your_password@localhost:5432/prefect>"
2. Backup SQLite Database: - Back up your SQLite database. One basic method is copying the
.db
file. 3. Migrate Data from SQLite to PostgreSQL: - You might need to manually script the data migration if Prefect does not provide a built-in migration tool. Tools like
pgloader
can help.
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pgloader sqlite:///path_to_your_sqlite_db <postgresql://user:password@host:port/database>
4. Update Prefect Configuration: - Update the Prefect configuration with the new PostgreSQL database URL.
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prefect config set PREFECT_API_DATABASE_CONNECTION_URL="<postgresql+asyncpg://postgres:your_password@localhost:5432/prefect>"
5. Start the Prefect Server: - Restart the Prefect server to use the new PostgreSQL database.
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prefect server start
For more details, check out these resources: - Prefect Hosting Guide - Prefect Contributing Overview While these documents don't provide a full migration guide, they include necessary commands and configurations. Note: Always ensure to back up your data before attempting any migration.
m
@Marvin my config settings don't show the path to the SQLite file, and it's not located in my ~/.prefect directory (that one just has an old orion.db from before a migration). Is there an easy way to tell which path it's currently using?
m
Your current SQLite database path should be specified in the
PREFECT_API_DATABASE_CONNECTION_URL
environment variable. To inspect your current configuration and see the actual path, use the following command:
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prefect config view --show-sources
This will display your configuration settings, and you should see something like:
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PREFECT_API_DATABASE_CONNECTION_URL='sqlite+aiosqlite:///path_to_your_sqlite_db'
By default, the SQLite database is located at
~/.prefect/prefect.db
. If you don't see the path or the file in the default location, it might be using a different path specified in your environment variable settings. For more details, refer to the Prefect Hosting Guide.
m
@Marvin that setting doesn't exist as far as I can tell, and I don't see that environment variable set for any users involved in running prefect. Searching for "prefect.db" from the root of the drive just returns 1 empty result
m
It appears that the exact path to the SQLite database used by Prefect could be elusive without explicit configuration. Here are potential steps to pinpoint it: 1. Check Environment Variables: Ensure no relevant environment variable is overriding the default path.
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bash
   echo $PREFECT_API_DATABASE_CONNECTION_URL
2. Configuration Check: View all config settings to find the database path:
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bash
   prefect config view --show-sources
3. Default Path: By default, Prefect uses
~/.prefect/prefect.db
. Even if the file doesn't exist there, it's worth double-checking:
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bash
   ls ~/.prefect
If none of these steps yield the path, ensure your Prefect installation isn't setting a custom path elsewhere in your setup. If the SQLite database path is indeed missing, consider explicitly setting this to standardize it for future debug and migrations:
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bash
prefect config set PREFECT_API_DATABASE_CONNECTION_URL="sqlite+aiosqlite:///absolute_path_to_your_prefect.db"
For more information, reference the Prefect Hosting Guide.
m
@Marvin did older versions of Prefect store this config setting differently? I'm confident that the file/data exists somewhere (because I can see data going back over a year), and that data has persisted through multiple system restarts. But none of these config settings are pointing at anything that has any data in it
m
In older versions of Prefect, the default path for the SQLite database is typically
~/.prefect/prefect.db
, and this is set in the configuration via
PREFECT_API_DATABASE_CONNECTION_URL
. However, if you do not see this configuration currently, it's possible that in your specific setup or installation, the default setting might have been changed or overridden. To determine where your current SQLite database file might be located, you can take the following steps: 1. Environment Variables: Double-check all environment variables:
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bash
   env | grep PREFECT
2. Prefect Configuration:
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bash
   prefect config view --show-sources --show-defaults
3. File System Search: Search the entire file system for any
.db
files which might be used:
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bash
   sudo find / -name "*.db"
If you've been running Prefect for a long time and the data persists even after system restarts, the database must be stored in some persistent location. It might be worth checking other common directories where Prefect or Python applications might store data, such as: -
/var/lib/prefect
-
/usr/local/prefect
- Any custom directories configured for Prefect in your user profile or system-wide configurations. For further information or for historical documentation, refer to the Prefect Hosting Guide and the Settings Documentation. These documents will provide insights into how configurations might have been set in different versions. If these steps don't reveal the location, consider setting the
PREFECT_API_DATABASE_CONNECTION_URL
explicitly to ensure future transparency and easier access:
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bash
prefect config set PREFECT_API_DATABASE_CONNECTION_URL="sqlite+aiosqlite:///absolute_path_to_your_prefect.db"
m
@Marvin "prefect config view --show-sources --show-defaults" shows that the connection string is set, but it's obfuscated (it just shows me "'*******' (from defaults)". Is there a way to see the raw value?
m
To view the raw value of obfuscated config settings in Prefect, you might need to check the environment variables directly or utilize any scripts you have configured for setting up your environment. Steps to reveal the Database Connection URL: 1. Using Environment Variables: - Check for the environment variables specifically set for Prefect:
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bash
     echo $PREFECT_API_DATABASE_CONNECTION_URL
2. Using Python: - If the environment variable isn't set explicitly, you can use a small Python script to load and print the Prefect settings:
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python
     from prefect.settings import get_current_settings

     config = get_current_settings()
     print(config.PREFECT_API_DATABASE_CONNECTION_URL)
3. Directly Checking Config File (If Available): - Sometimes Prefect settings may be stored in a file (
.prefectrc
, etc.) in your home directory or other locations. Look for such files:
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bash
     cat ~/.prefectrc
Note: If these steps do not provide you with the information, you might need to double-check where and how Prefect is being initialized in your environment, especially if orchestrated via scripts or CI/CD pipelines that might be setting these configurations dynamically.
m
@Marvin are there any known incompatibilities that would stop the migration command you suggested ("pgloader sqlite:///path_to_your_sqlite_db postgresql://user:password@host:port/database") from working? Or any differences between Prefect v2.* and Prefect v3.* that would make a migration difficult?
m
To address your concerns regarding potential issues and differences when migrating from SQLite to PostgreSQL and Prefect 2.* to 3.*: 1. Potential Migration Issues: - Compatibility with `pgloader`:
pgloader
should theoretically be capable of migrating data from SQLite to PostgreSQL. However, you may encounter compatibility issues related to data types, especially those specific to Prefect's schema. Ensuring both databases' versions and configurations are aligned can help mitigate this. - Schema Differences: Prefect's internal schemas for SQLite and PostgreSQL should be reviewed to ensure compatibility. Custom or non-standard data types may present challenges during migration. 2. *Differences Between Prefect v2. and v3.:* - Breaking Changes: Prefect's versions may introduce breaking changes that affect workflows, configurations, and deployment patterns. Always refer to the migration guides for detailed instructions on updating from v2 to v3. - Configuration Changes: Configuration settings like
PREFECT_API_DATABASE_CONNECTION_URL
may have changed. Verify these settings in the latest documentation to ensure they are correctly applied. 3. Additional Considerations: - Backup First: Always backup your existing SQLite database before attempting migration. - Test Thoroughly: Perform the migration in a test environment before applying to production to catch any unforeseen issues. Resources: - Migration Guide - Hosting Guide Ensuring adherence to these strategies should facilitate a smoother migration process.