stratoflow

How to find missing foreign key indexes in PostgreSQL

Would you like to quickly find and generate missing foreign key indexes in PostgreSQL?

If you ever wondered how to almost immediately speed up your PostgreSQL database when it is created without proper foreign key indexes, e.g. with schema generated by JPA, you may want to use the following query to collect candidate indexes:

select 'CREATE INDEX idx_'||conname||' ON '||conrelid|| ' ('||attname||');' from (
 SELECT conrelid::regclass
 ,conname
 ,reltuples::bigint,unnest(conkey) coloid
 FROM pg_constraint
 JOIN pg_class ON (conrelid = pg_class.oid)
 WHERE contype = 'f'
 AND NOT EXISTS (
 SELECT 1 FROM pg_index
 WHERE indrelid = conrelid
 AND conkey @> indkey AND conkey <@ indkey
 )
ORDER BY reltuples DESC
) as cols
join pg_attribute pga on pga.attrelid = cols.conrelid and pga.attnum=cols.coloid
;

It will return a list of DDL creating missing foreign key indexes ready for execution after your review:

"CREATE INDEX idx_fk_4ywoftpugx4dycijy8i9tyhwb ON profile (project_id);"
"CREATE INDEX idx_fk_o4al1lv1rgjw8m8xvrwnv797f ON profile_user_data (profile_id);"
"CREATE INDEX idx_fk_euwbenmq4r06p1k5cjlypng8s ON profile_user_data (user_id);"
"CREATE INDEX idx_fk_b7i81l1tk1ph95xnhtoftyv53 ON task (project_id);"
"CREATE INDEX idx_fk_1ytmg44m35ff160cofosaum8h ON user_projects (project_id);"
"CREATE INDEX idx_fk_8xi9c7nbxov8bdubwdcgahnjp ON user_projects (user_id);"

Testimonials

The developed software product was built from scratch with solid quality. We have had a long-term engagement with Stratoflow for nearly 10 years. We look at them as partners, rather than contractors. I'm impressed by their team culture and cross-team support.

Nathan Pesin

CTO, Legerity Financials

Stratoflow was a great partner, challenging as well as supporting our customer projects for the best outcome. They have a great pool of talent within the business - all very capability technologists, as well as being business-savvy and suitable for consultancy engagements.

Chris Goodall

Managing Consultant, CG Consultancy (UK) Limited

The bespoke metal exchange platform works great, it is easily accessible and richly functional. Stratoflow managed deadlines capably, meticulously documented their progress, and delivered a complex project at an affordable cost.

Bartlomiej Knichnicki

Vice Chairman, Supervisory Board

We are very pleased with our partnership with Stratoflow and, as we continue to grow, we expect to increase the numbers of developers that work with us on our projects. They have proven to be very skilled and flexible. They're extremely reliable, and they have a very good company culture of their own, which gives them a real edge compared to other providers that serve more as production shops rather than thought partners and creative problem solvers.

Andrew Kennedy

Founder & Managing Director, Tier 2 Consulting

Stratoflow successfully customized the system according to the specific functionalities and without bugs reported. The team was commended for their adaptability in the work process and for their responsiveness.

Joshua Blavins

Tech PM, Digital Agency

The features implemented have received overwhelmingly positive feedback from end-users. Stratoflow has an incredible technical expertise and a high degree of flexibility when it comes to changing project requirements.

Adam Hill

Chief Technology Officer, Legerity

They have impressively good knowledge of AI issues. Very responsive to any amendments and findings. Very good communication. We received a finished project which could be implemented into production shortly after testing.

CO-Founder & CTO

Circular Fashion Company

They provided superb service with seamless communication and a highly professional, technical approach. The team displays impressive technical expertise and are willing to share information and engage in constructive feedback.

Filip Stachnik

Operations Manager, Otwarte Klatki (part of Anima International)

They're very skilled technically and are also able to see the bigger picture. Stratoflow can actually think about solutions, not just the technical task at hand, which they've been assigned.

Arnd Jan Prause

Chief Operating Officer, musQueteer

Stratoflow delivered the website successfully within the timeframe and budget. They assured that the output met the set requirements. Overall, the team's performance was excellent and recommended for their exceptional technical business expertise. They've been able to deliver all of their work on time and within budget, which has been very impressive.

Lars Andersen

Founder & CEO, My Nametags

Travel sector rebound after the pandemic is complete. We have fantastic global coverage of travel data distribution due to mutual agreements and data exchange between aggregators. Competition for the best price of limited resources degradates margins.

How to win? Provide personalized experience and build your own products in the front-office. The missing bits: a traveller golden record collecting past activities and a AI/ML recommendation technology.

Michał Głomba

CEO at Stratoflow