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Copilot AI commented Jan 21, 2026

Adds Snowflake as a supported database backend alongside existing MySQL and PostgreSQL loaders.

Implementation

  • Loader (api/loaders/snowflake_loader.py): Full schema extraction including tables, columns, foreign keys, and relationships via INFORMATION_SCHEMA queries. Uses Snowflake's SAMPLE clause for random value sampling.

  • Integration: Updated schema_loader.py and text2sql.py to detect and route snowflake:// URLs to the new loader.

  • Security: Uses snowflake-connector-python@3.13.2 (patched version, avoids CVE in write_pandas present in ≤3.13.0).

Connection Format

# URL structure
snowflake://user:pass@account/database/schema?warehouse=COMPUTE_WH

# Defaults: schema=PUBLIC, warehouse=COMPUTE_WH
snowflake://user:pass@account/sales_db

Architecture Notes

  • Follows existing loader pattern (implements BaseLoader, async generator for progress streaming)
  • Handles schema modification detection for graph refresh
  • Parameterized queries throughout to prevent injection
Original prompt

This section details on the original issue you should resolve

<issue_title>Add support for Snowflake</issue_title>
<issue_description>Add support for Snowflake loader.

See reference: https://github.com/FalkorDB/QueryWeaver/tree/main/api/loaders</issue_description>

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Copilot AI and others added 3 commits January 21, 2026 14:18
Co-authored-by: gkorland <753206+gkorland@users.noreply.github.com>
Co-authored-by: gkorland <753206+gkorland@users.noreply.github.com>
Co-authored-by: gkorland <753206+gkorland@users.noreply.github.com>
@gkorland gkorland requested a review from Copilot January 21, 2026 14:25
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…ction vulnerability

Co-authored-by: gkorland <753206+gkorland@users.noreply.github.com>
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@gkorland gkorland marked this pull request as ready for review January 21, 2026 14:26
@gkorland gkorland requested a review from galshubeli January 21, 2026 14:26
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Dependency Review

✅ No vulnerabilities or license issues or OpenSSF Scorecard issues found.

OpenSSF Scorecard

PackageVersionScoreDetails
pip/asn1crypto 1.5.1 🟢 4.8
Details
CheckScoreReason
Code-Review⚠️ 1Found 5/30 approved changesets -- score normalized to 1
Maintained⚠️ 00 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Security-Policy🟢 10security policy file detected
CII-Best-Practices⚠️ 0no effort to earn an OpenSSF best practices badge detected
Dangerous-Workflow🟢 10no dangerous workflow patterns detected
Packaging⚠️ -1packaging workflow not detected
Binary-Artifacts🟢 10no binaries found in the repo
Token-Permissions⚠️ 0detected GitHub workflow tokens with excessive permissions
Vulnerabilities🟢 100 existing vulnerabilities detected
License🟢 10license file detected
Pinned-Dependencies⚠️ 0dependency not pinned by hash detected -- score normalized to 0
Fuzzing🟢 10project is fuzzed
Signed-Releases⚠️ -1no releases found
Branch-Protection⚠️ 0branch protection not enabled on development/release branches
SAST⚠️ 0SAST tool is not run on all commits -- score normalized to 0
pip/certifi 2026.1.4 🟢 6.8
Details
CheckScoreReason
Code-Review🟢 4Found 2/5 approved changesets -- score normalized to 4
Maintained🟢 1015 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Binary-Artifacts🟢 10no binaries found in the repo
Security-Policy🟢 10security policy file detected
Dangerous-Workflow🟢 10no dangerous workflow patterns detected
Token-Permissions🟢 10GitHub workflow tokens follow principle of least privilege
Pinned-Dependencies🟢 5dependency not pinned by hash detected -- score normalized to 5
CII-Best-Practices⚠️ 0no effort to earn an OpenSSF best practices badge detected
Vulnerabilities🟢 100 existing vulnerabilities detected
License🟢 9license file detected
Fuzzing⚠️ 0project is not fuzzed
Signed-Releases⚠️ -1no releases found
Packaging🟢 10packaging workflow detected
Branch-Protection⚠️ 0branch protection not enabled on development/release branches
SAST⚠️ 0SAST tool is not run on all commits -- score normalized to 0
pip/cffi 1.17.1 🟢 5.6
Details
CheckScoreReason
Code-Review🟢 9Found 12/13 approved changesets -- score normalized to 9
Maintained🟢 1024 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Packaging⚠️ -1packaging workflow not detected
CII-Best-Practices⚠️ 0no effort to earn an OpenSSF best practices badge detected
Dangerous-Workflow🟢 10no dangerous workflow patterns detected
Binary-Artifacts🟢 9binaries present in source code
Pinned-Dependencies⚠️ 0dependency not pinned by hash detected -- score normalized to 0
Token-Permissions⚠️ 0detected GitHub workflow tokens with excessive permissions
License🟢 9license file detected
Security-Policy⚠️ 0security policy file not detected
Vulnerabilities🟢 100 existing vulnerabilities detected
Fuzzing⚠️ 0project is not fuzzed
Signed-Releases⚠️ -1no releases found
Branch-Protection⚠️ -1internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
SAST⚠️ 0SAST tool is not run on all commits -- score normalized to 0
pip/cryptography 44.0.3 🟢 7.8
Details
CheckScoreReason
Code-Review🟢 8Found 6/7 approved changesets -- score normalized to 8
Dangerous-Workflow🟢 10no dangerous workflow patterns detected
CII-Best-Practices⚠️ 0no effort to earn an OpenSSF best practices badge detected
Maintained🟢 1030 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
Security-Policy🟢 10security policy file detected
Token-Permissions🟢 9detected GitHub workflow tokens with excessive permissions
License🟢 9license file detected
Signed-Releases⚠️ -1no releases found
Branch-Protection⚠️ -1internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
Binary-Artifacts🟢 10no binaries found in the repo
Fuzzing🟢 10project is fuzzed
Packaging🟢 10packaging workflow detected
Pinned-Dependencies🟢 6dependency not pinned by hash detected -- score normalized to 6
Vulnerabilities🟢 37 existing vulnerabilities detected
SAST⚠️ 0SAST tool is not run on all commits -- score normalized to 0
pip/filelock 3.20.3 UnknownUnknown
pip/pyopenssl 24.3.0 🟢 6.3
Details
CheckScoreReason
Dangerous-Workflow🟢 10no dangerous workflow patterns detected
Maintained🟢 1014 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Code-Review🟢 10all changesets reviewed
Binary-Artifacts🟢 10no binaries found in the repo
Token-Permissions⚠️ 0detected GitHub workflow tokens with excessive permissions
Pinned-Dependencies⚠️ 2dependency not pinned by hash detected -- score normalized to 2
CII-Best-Practices⚠️ 0no effort to earn an OpenSSF best practices badge detected
Vulnerabilities🟢 100 existing vulnerabilities detected
Security-Policy⚠️ 0security policy file not detected
Fuzzing⚠️ 0project is not fuzzed
Signed-Releases⚠️ -1no releases found
License🟢 10license file detected
Packaging🟢 10packaging workflow detected
Branch-Protection⚠️ -1internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
SAST⚠️ 0SAST tool is not run on all commits -- score normalized to 0
pip/snowflake-connector-python 3.13.2 🟢 5.6
Details
CheckScoreReason
Maintained🟢 1030 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Security-Policy🟢 9security policy file detected
Code-Review🟢 10all changesets reviewed
CII-Best-Practices⚠️ 0no effort to earn an OpenSSF best practices badge detected
Packaging⚠️ -1packaging workflow not detected
Dangerous-Workflow🟢 10no dangerous workflow patterns detected
Binary-Artifacts⚠️ 0binaries present in source code
Token-Permissions⚠️ 0detected GitHub workflow tokens with excessive permissions
License🟢 10license file detected
Vulnerabilities🟢 100 existing vulnerabilities detected
Fuzzing⚠️ 0project is not fuzzed
Branch-Protection🟢 5branch protection is not maximal on development and all release branches
Signed-Releases🟢 85 out of the last 5 releases have a total of 5 signed artifacts.
Pinned-Dependencies⚠️ 0dependency not pinned by hash detected -- score normalized to 0
SAST⚠️ 0SAST tool is not run on all commits -- score normalized to 0
pip/tomlkit 0.14.0 UnknownUnknown
pip/urllib3 2.6.3 🟢 8.6
Details
CheckScoreReason
Binary-Artifacts🟢 10no binaries found in the repo
Branch-Protection🟢 5branch protection is not maximal on development and all release branches
CI-Tests🟢 1027 out of 27 merged PRs checked by a CI test -- score normalized to 10
CII-Best-Practices🟢 5badge detected: Passing
Code-Review🟢 8Found 19/22 approved changesets -- score normalized to 8
Contributors🟢 10project has 125 contributing companies or organizations
Dangerous-Workflow🟢 10no dangerous workflow patterns detected
Dependency-Update-Tool🟢 10update tool detected
Fuzzing🟢 10project is fuzzed
License🟢 10license file detected
Maintained🟢 1030 commit(s) and 11 issue activity found in the last 90 days -- score normalized to 10
Packaging🟢 10packaging workflow detected
Pinned-Dependencies🟢 8dependency not pinned by hash detected -- score normalized to 8
SAST🟢 10SAST tool is run on all commits
Security-Policy🟢 10security policy file detected
Signed-Releases⚠️ 0Project has not signed or included provenance with any releases.
Token-Permissions🟢 10GitHub workflow tokens follow principle of least privilege
Vulnerabilities🟢 100 existing vulnerabilities detected

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Pull request overview

This PR adds comprehensive support for Snowflake database connections to QueryWeaver, enabling schema extraction and Text2SQL functionality for Snowflake databases. The implementation follows the existing loader pattern established by MySQL and PostgreSQL loaders.

Changes:

  • Added Snowflake connector dependency and implemented a complete loader with schema extraction, foreign key detection, and query execution capabilities
  • Extended database type detection in schema_loader.py and text2sql.py to recognize Snowflake URLs
  • Created comprehensive test suite with 15 unit tests covering URL parsing, value serialization, and schema operations
  • Added detailed documentation explaining Snowflake connection format, features, and troubleshooting

Reviewed changes

Copilot reviewed 6 out of 7 changed files in this pull request and generated 8 comments.

Show a summary per file
File Description
api/loaders/snowflake_loader.py Core Snowflake loader implementation with schema extraction, query execution, and connection URL parsing
api/core/schema_loader.py Added Snowflake URL detection and loader registration
api/core/text2sql.py Added Snowflake database type detection for query execution
tests/test_snowflake_loader.py Comprehensive unit tests for Snowflake loader functionality
docs/snowflake_loader.md Complete documentation for Snowflake loader usage and troubleshooting
Pipfile Added snowflake-connector-python dependency

Comment on lines +221 to +228
cursor.execute(f"""
SELECT TABLE_NAME, COMMENT
FROM {db_name}.INFORMATION_SCHEMA.TABLES
WHERE TABLE_SCHEMA = '{schema_name}'
AND TABLE_TYPE = 'BASE TABLE'
ORDER BY TABLE_NAME;
""")

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SQL injection vulnerability in query construction. The schema_name parameter is directly interpolated into the SQL query without parameterization. If user input can influence schema_name, this could allow SQL injection. Use parameterized queries or properly escape the schema_name value.

Suggested change
cursor.execute(f"""
SELECT TABLE_NAME, COMMENT
FROM {db_name}.INFORMATION_SCHEMA.TABLES
WHERE TABLE_SCHEMA = '{schema_name}'
AND TABLE_TYPE = 'BASE TABLE'
ORDER BY TABLE_NAME;
""")
# Validate database and schema names to prevent SQL injection via identifiers
if not re.fullmatch(r"[A-Za-z0-9_]+", db_name):
raise ValueError(f"Invalid Snowflake database name: {db_name!r}")
if not re.fullmatch(r"[A-Za-z0-9_]+", schema_name):
raise ValueError(f"Invalid Snowflake schema name: {schema_name!r}")
query = f"""
SELECT TABLE_NAME, COMMENT
FROM "{db_name}".INFORMATION_SCHEMA.TABLES
WHERE TABLE_SCHEMA = %s
AND TABLE_TYPE = 'BASE TABLE'
ORDER BY TABLE_NAME;
"""
cursor.execute(query, (schema_name,))

Copilot uses AI. Check for mistakes.
Comment on lines +277 to +286
SELECT
COLUMN_NAME,
DATA_TYPE,
IS_NULLABLE,
COLUMN_DEFAULT,
COMMENT
FROM {db_name}.INFORMATION_SCHEMA.COLUMNS
WHERE TABLE_SCHEMA = '{schema_name}'
AND TABLE_NAME = '{table_name}'
ORDER BY ORDINAL_POSITION;
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SQL injection vulnerability in query construction. The db_name, schema_name, and table_name parameters are directly interpolated into the SQL query without parameterization. Use parameterized queries or properly escape these values.

Copilot uses AI. Check for mistakes.
Comment on lines +294 to +302
SELECT COLUMN_NAME
FROM {db_name}.INFORMATION_SCHEMA.TABLE_CONSTRAINTS tc
JOIN {db_name}.INFORMATION_SCHEMA.KEY_COLUMN_USAGE kcu
ON tc.CONSTRAINT_NAME = kcu.CONSTRAINT_NAME
AND tc.TABLE_SCHEMA = kcu.TABLE_SCHEMA
AND tc.TABLE_NAME = kcu.TABLE_NAME
WHERE tc.TABLE_SCHEMA = '{schema_name}'
AND tc.TABLE_NAME = '{table_name}'
AND tc.CONSTRAINT_TYPE = 'PRIMARY KEY';
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SQL injection vulnerability in query construction. The db_name, schema_name, and table_name parameters are directly interpolated without parameterization. This pattern appears multiple times in the file and should be addressed consistently.

Copilot uses AI. Check for mistakes.
Comment on lines +65 to +73
query = f"""
SELECT DISTINCT "{col_name}"
FROM "{table_name}"
WHERE "{col_name}" IS NOT NULL
SAMPLE ({sample_size * 10} ROWS)
LIMIT {sample_size};
"""
cursor.execute(query)

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SQL injection vulnerability. The table_name and col_name parameters are directly interpolated into the query without parameterization. Even though they have double quotes, this doesn't fully protect against SQL injection if the values contain double quotes themselves.

Suggested change
query = f"""
SELECT DISTINCT "{col_name}"
FROM "{table_name}"
WHERE "{col_name}" IS NOT NULL
SAMPLE ({sample_size * 10} ROWS)
LIMIT {sample_size};
"""
cursor.execute(query)
# Validate identifiers to prevent SQL injection via table/column names.
# Allow only alphanumeric characters, underscore, dollar sign, and dot.
identifier_pattern = re.compile(r'^[A-Za-z0-9_\$\.]+$')
if not identifier_pattern.match(table_name):
raise ValueError(f"Invalid table name: {table_name!r}")
if not identifier_pattern.match(col_name):
raise ValueError(f"Invalid column name: {col_name!r}")
# Ensure sample_size is a positive integer.
if not isinstance(sample_size, int) or sample_size <= 0:
raise ValueError(f"sample_size must be a positive integer, got {sample_size!r}")
sample_rows = sample_size * 10
query = """
SELECT DISTINCT "{col_name}"
FROM "{table_name}"
WHERE "{col_name}" IS NOT NULL
SAMPLE (%s ROWS)
LIMIT %s;
""".format(col_name=col_name, table_name=table_name)
cursor.execute(query, (sample_rows, sample_size))

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# Execute query
url = "snowflake://user:pass@account/testdb/PUBLIC?warehouse=COMPUTE_WH"
result = SnowflakeLoader.execute_sql_query("INSERT INTO users VALUES (1, 'test')", url)
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The test doesn't verify that the connection commits the transaction or that the query was actually executed with the correct parameters. Consider adding assertions to verify mock_cursor.execute was called with the expected SQL query.

Copilot uses AI. Check for mistakes.
Comment on lines +293 to +317
cursor.execute(f"""
SELECT COLUMN_NAME
FROM {db_name}.INFORMATION_SCHEMA.TABLE_CONSTRAINTS tc
JOIN {db_name}.INFORMATION_SCHEMA.KEY_COLUMN_USAGE kcu
ON tc.CONSTRAINT_NAME = kcu.CONSTRAINT_NAME
AND tc.TABLE_SCHEMA = kcu.TABLE_SCHEMA
AND tc.TABLE_NAME = kcu.TABLE_NAME
WHERE tc.TABLE_SCHEMA = '{schema_name}'
AND tc.TABLE_NAME = '{table_name}'
AND tc.CONSTRAINT_TYPE = 'PRIMARY KEY';
""")
primary_keys = {row['COLUMN_NAME'] for row in cursor.fetchall()}

# Get foreign key information
cursor.execute(f"""
SELECT COLUMN_NAME
FROM {db_name}.INFORMATION_SCHEMA.TABLE_CONSTRAINTS tc
JOIN {db_name}.INFORMATION_SCHEMA.KEY_COLUMN_USAGE kcu
ON tc.CONSTRAINT_NAME = kcu.CONSTRAINT_NAME
AND tc.TABLE_SCHEMA = kcu.TABLE_SCHEMA
AND tc.TABLE_NAME = kcu.TABLE_NAME
WHERE tc.TABLE_SCHEMA = '{schema_name}'
AND tc.TABLE_NAME = '{table_name}'
AND tc.CONSTRAINT_TYPE = 'FOREIGN KEY';
""")
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SQL injection vulnerability in foreign key query. Similar to other queries in this file, the db_name, schema_name, and table_name are interpolated without parameterization.

Suggested change
cursor.execute(f"""
SELECT COLUMN_NAME
FROM {db_name}.INFORMATION_SCHEMA.TABLE_CONSTRAINTS tc
JOIN {db_name}.INFORMATION_SCHEMA.KEY_COLUMN_USAGE kcu
ON tc.CONSTRAINT_NAME = kcu.CONSTRAINT_NAME
AND tc.TABLE_SCHEMA = kcu.TABLE_SCHEMA
AND tc.TABLE_NAME = kcu.TABLE_NAME
WHERE tc.TABLE_SCHEMA = '{schema_name}'
AND tc.TABLE_NAME = '{table_name}'
AND tc.CONSTRAINT_TYPE = 'PRIMARY KEY';
""")
primary_keys = {row['COLUMN_NAME'] for row in cursor.fetchall()}
# Get foreign key information
cursor.execute(f"""
SELECT COLUMN_NAME
FROM {db_name}.INFORMATION_SCHEMA.TABLE_CONSTRAINTS tc
JOIN {db_name}.INFORMATION_SCHEMA.KEY_COLUMN_USAGE kcu
ON tc.CONSTRAINT_NAME = kcu.CONSTRAINT_NAME
AND tc.TABLE_SCHEMA = kcu.TABLE_SCHEMA
AND tc.TABLE_NAME = kcu.TABLE_NAME
WHERE tc.TABLE_SCHEMA = '{schema_name}'
AND tc.TABLE_NAME = '{table_name}'
AND tc.CONSTRAINT_TYPE = 'FOREIGN KEY';
""")
safe_db_name = db_name.replace('"', '""')
pk_query = f"""
SELECT COLUMN_NAME
FROM "{safe_db_name}".INFORMATION_SCHEMA.TABLE_CONSTRAINTS tc
JOIN "{safe_db_name}".INFORMATION_SCHEMA.KEY_COLUMN_USAGE kcu
ON tc.CONSTRAINT_NAME = kcu.CONSTRAINT_NAME
AND tc.TABLE_SCHEMA = kcu.TABLE_SCHEMA
AND tc.TABLE_NAME = kcu.TABLE_NAME
WHERE tc.TABLE_SCHEMA = %s
AND tc.TABLE_NAME = %s
AND tc.CONSTRAINT_TYPE = 'PRIMARY KEY';
"""
cursor.execute(pk_query, (schema_name, table_name))
primary_keys = {row['COLUMN_NAME'] for row in cursor.fetchall()}
# Get foreign key information
fk_query = f"""
SELECT COLUMN_NAME
FROM "{safe_db_name}".INFORMATION_SCHEMA.TABLE_CONSTRAINTS tc
JOIN "{safe_db_name}".INFORMATION_SCHEMA.KEY_COLUMN_USAGE kcu
ON tc.CONSTRAINT_NAME = kcu.CONSTRAINT_NAME
AND tc.TABLE_SCHEMA = kcu.TABLE_SCHEMA
AND tc.TABLE_NAME = kcu.TABLE_NAME
WHERE tc.TABLE_SCHEMA = %s
AND tc.TABLE_NAME = %s
AND tc.CONSTRAINT_TYPE = 'FOREIGN KEY';
"""
cursor.execute(fk_query, (schema_name, table_name))

Copilot uses AI. Check for mistakes.
Comment on lines +384 to +400
SELECT
tc.CONSTRAINT_NAME,
kcu.COLUMN_NAME,
ccu.TABLE_NAME AS REFERENCED_TABLE_NAME,
ccu.COLUMN_NAME AS REFERENCED_COLUMN_NAME
FROM {db_name}.INFORMATION_SCHEMA.TABLE_CONSTRAINTS tc
JOIN {db_name}.INFORMATION_SCHEMA.KEY_COLUMN_USAGE kcu
ON tc.CONSTRAINT_NAME = kcu.CONSTRAINT_NAME
AND tc.TABLE_SCHEMA = kcu.TABLE_SCHEMA
AND tc.TABLE_NAME = kcu.TABLE_NAME
JOIN {db_name}.INFORMATION_SCHEMA.CONSTRAINT_COLUMN_USAGE ccu
ON tc.CONSTRAINT_NAME = ccu.CONSTRAINT_NAME
AND tc.TABLE_SCHEMA = ccu.TABLE_SCHEMA
WHERE tc.TABLE_SCHEMA = '{schema_name}'
AND tc.TABLE_NAME = '{table_name}'
AND tc.CONSTRAINT_TYPE = 'FOREIGN KEY'
ORDER BY tc.CONSTRAINT_NAME, kcu.ORDINAL_POSITION;
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SQL injection vulnerability in extract_foreign_keys method. The db_name, schema_name, and table_name parameters are directly interpolated without parameterization.

Copilot uses AI. Check for mistakes.
Comment on lines +430 to +446
SELECT
tc.TABLE_NAME,
tc.CONSTRAINT_NAME,
kcu.COLUMN_NAME,
ccu.TABLE_NAME AS REFERENCED_TABLE_NAME,
ccu.COLUMN_NAME AS REFERENCED_COLUMN_NAME
FROM {db_name}.INFORMATION_SCHEMA.TABLE_CONSTRAINTS tc
JOIN {db_name}.INFORMATION_SCHEMA.KEY_COLUMN_USAGE kcu
ON tc.CONSTRAINT_NAME = kcu.CONSTRAINT_NAME
AND tc.TABLE_SCHEMA = kcu.TABLE_SCHEMA
AND tc.TABLE_NAME = kcu.TABLE_NAME
JOIN {db_name}.INFORMATION_SCHEMA.CONSTRAINT_COLUMN_USAGE ccu
ON tc.CONSTRAINT_NAME = ccu.CONSTRAINT_NAME
AND tc.TABLE_SCHEMA = ccu.TABLE_SCHEMA
WHERE tc.TABLE_SCHEMA = '{schema_name}'
AND tc.CONSTRAINT_TYPE = 'FOREIGN KEY'
ORDER BY tc.TABLE_NAME, tc.CONSTRAINT_NAME;
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SQL injection vulnerability in extract_relationships method. The db_name and schema_name parameters are directly interpolated without parameterization.

Copilot uses AI. Check for mistakes.
@gkorland gkorland requested a review from Naseem77 January 21, 2026 14:26
Copilot AI changed the title [WIP] Add support for Snowflake loader Add Snowflake loader support Jan 21, 2026
Copilot AI requested a review from gkorland January 21, 2026 14:27
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Add support for Snowflake

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