How to Identify Slow Queries in ParadeDB PostgreSQL

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How do I find and optimize slow queries in ParadeDB?

Use pg_stat_statements, EXPLAIN ANALYZE, and logging parameters to locate and optimize slow SQL in ParadeDB.

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Description

Table of Contents

Why are my ParadeDB queries slow?

Most delays come from missing indexes, scanning huge vectors, or inefficient joins. pg_stat_statements quickly surfaces the worst offenders by total execution time.

How do I enable statistics for slow queries?

Install the extension, then preload it:

CREATE EXTENSION IF NOT EXISTS pg_stat_statements;
ALTER SYSTEM SET shared_preload_libraries = 'pg_stat_statements';
SELECT pg_reload_conf();

This activates a system view that aggregates runtime data for every statement.

How can I list the slowest SQL statements?

SELECT query, calls, total_time, mean_time
FROM pg_stat_statements
ORDER BY total_time DESC
LIMIT 10;

The result shows the 10 costliest queries so you can target them first.

How do I inspect an individual slow query?

Copy the query text, then run EXPLAIN with ANALYZE and BUFFERS to see the real execution plan:

EXPLAIN (ANALYZE, BUFFERS, VERBOSE)
SELECT o.id, SUM(oi.quantity * p.price) AS order_total
FROM Orders o
JOIN OrderItems oi ON oi.order_id = o.id
JOIN Products p ON p.id = oi.product_id
WHERE o.order_date > CURRENT_DATE - INTERVAL '30 days'
GROUP BY o.id;

The plan highlights sequential scans, high I/O, or costly vector distance calculations.

How do I log only really slow queries?

Set log_min_duration_statement to a threshold in milliseconds:

ALTER SYSTEM SET log_min_duration_statement = 500; -- logs > 0.5 s
SELECT pg_reload_conf();

ParadeDB will now write any query taking longer than 500 ms to postgresql.log for later review.

What optimizations usually help in ParadeDB?

1. Create GIN or HNSW indexes on vector or text columns.
2. Add composite B-tree indexes for common join predicates.
3. Avoid SELECT *; project only needed columns.
4. Batch inserts to keep the heap tidy and statistics fresh.

How do I reset statistics after tuning?

SELECT pg_stat_statements_reset();

Clearing the stats lets you measure performance gains accurately.

Why How to Identify Slow Queries in ParadeDB PostgreSQL is important

How to Identify Slow Queries in ParadeDB PostgreSQL Example Usage


-- Find customers whose recent orders exceed $1,000 and run plan analysis
EXPLAIN (ANALYZE, BUFFERS)
SELECT c.id, c.name, SUM(o.total_amount) AS recent_spend
FROM   Customers c
JOIN   Orders    o ON o.customer_id = c.id
WHERE  o.order_date > CURRENT_DATE - INTERVAL '30 days'
GROUP  BY c.id, c.name
HAVING SUM(o.total_amount) > 1000;

How to Identify Slow Queries in ParadeDB PostgreSQL Syntax


-- Enable statistics
do $$ BEGIN
  CREATE EXTENSION IF NOT EXISTS pg_stat_statements;
END $$;
ALTER SYSTEM SET shared_preload_libraries = 'pg_stat_statements';
SELECT pg_reload_conf();

-- View worst queries
SELECT query, calls, total_time, mean_time
FROM   pg_stat_statements
ORDER  BY total_time DESC
LIMIT  10;

-- Detailed execution plan
EXPLAIN (ANALYZE, BUFFERS, VERBOSE)
SELECT o.id, SUM(oi.quantity * p.price) AS order_total
FROM   Orders o
JOIN   OrderItems oi ON oi.order_id = o.id
JOIN   Products p    ON p.id = oi.product_id
WHERE  o.order_date > CURRENT_DATE - INTERVAL '30 days'
GROUP  BY o.id;

-- Log only slow queries (>500 ms)
ALTER SYSTEM SET log_min_duration_statement = 500;
SELECT pg_reload_conf();

Common Mistakes

Frequently Asked Questions (FAQs)

Does pg_stat_statements slow down ParadeDB?

The overhead is usually <1% because it stores only aggregated stats in shared memory. The insight gained outweighs the minimal cost.

Can I monitor slow queries without restarting?

Yes. After initial preload, all views and logging parameters can be toggled with ALTER SYSTEM and pg_reload_conf(), avoiding downtime.

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