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How does a database handle pagination?
It doesn’t. First, a database is a collection of related data, so I assume you mean DBMS or database language.
Second, pagination is generally a function of the front-end and/or middleware, not the database layer.
But some database languages provide helpful facilities that aide in implementing pagination. For example, many SQL dialects provide LIMIT and OFFSET clauses that can be used to emit up to n rows starting at a given row number. I.e., a “page” of rows. If the query results are sorted via ORDER BY and are generally unchanged between successive invocations, then that can be used to implement pagination.
That may not be the most efficient or effective implementation, though.
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So how do you propose pagination should be done?
On context of web apps , let’s say there are 100 mn users. One cannot dump all the users in response.
Cache database query results in the middleware layer using Redis or similar and serve out pages of rows from that.
What if you have 30, 000 rows plus, do you fetch all of that from the database and cache in Redis?
I feel the most efficient solution is still offset and limit. It doesn’t make sense to use a database and then end up putting all of your data in Redis especially data that changes a lot. Redis is not for storing all of your data.
If you have large data set, you should use offset and limit, getting only what is needed from the database into main memory (and maybe caching those in Redis) at any point in time is very efficient.
With 30,000 rows in a table, if offset/limit is the only viable or appropriate restriction, then that’s sometimes the way to go.
More often, there’s a much better way of restricting 30,000 rows via some search criteria that significantly reduces the displayed volume of rows — ideally to a single page or a few pages (which are appropriate to cache in Redis.)
It’s unlikely (though it does happen) that users really want to casually browse 30,000 rows, page by page. More often, they want this one record, or these small number of records.
Question: This is a general question that applies to MySQL, Oracle DB or whatever else might be out there.
I know for MySQL there is LIMIT offset,size; and for Oracle there is ‘ROW_NUMBER’ or something like that.
But when such ‘paginated’ queries are called back to back, does the database engine actually do the entire ‘select’ all over again and then retrieve a different subset of results each time? Or does it do the overall fetching of results only once, keeps the results in memory or something, and then serves subsets of results from it for subsequent queries based on offset and size?
If it does the full fetch every time, then it seems quite inefficient.
If it does full fetch only once, it must be ‘storing’ the query somewhere somehow, so that the next time that query comes in, it knows that it has already fetched all the data and just needs to extract next page from it. In that case, how will the database engine handle multiple threads? Two threads executing the same query?
something will be quick or slow without taking measurements, and complicate the code in advance to download 12 pages at once and cache them because “it seems to me that it will be faster”.
Answer: First of all, do not make assumptions in advance whether something will be quick or slow without taking measurements, and complicate the code in advance to download 12 pages at once and cache them because “it seems to me that it will be faster”.
YAGNI principle – the programmer should not add functionality until deemed necessary.
Do it in the simplest way (ordinary pagination of one page), measure how it works on production, if it is slow, then try a different method, if the speed is satisfactory, leave it as it is.
From my own practice – an application that retrieves data from a table containing about 80,000 records, the main table is joined with 4-5 additional lookup tables, the whole query is paginated, about 25-30 records per page, about 2500-3000 pages in total. Database is Oracle 12c, there are indexes on a few columns, queries are generated by Hibernate. Measurements on production system at the server side show that an average time (median – 50% percentile) of retrieving one page is about 300 ms. 95% percentile is less than 800 ms – this means that 95% of requests for retrieving a single page is less that 800ms, when we add a transfer time from the server to the user and a rendering time of about 0.5-1 seconds, the total time is less than 2 seconds. That’s enough, users are happy.
And some theory – see this answer to know what is purpose of Pagination pattern
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List of Freely available programming books - What is the single most influential book every Programmers should read
- Bjarne Stroustrup - The C++ Programming Language
- Brian W. Kernighan, Rob Pike - The Practice of Programming
- Donald Knuth - The Art of Computer Programming
- Ellen Ullman - Close to the Machine
- Ellis Horowitz - Fundamentals of Computer Algorithms
- Eric Raymond - The Art of Unix Programming
- Gerald M. Weinberg - The Psychology of Computer Programming
- James Gosling - The Java Programming Language
- Joel Spolsky - The Best Software Writing I
- Keith Curtis - After the Software Wars
- Richard M. Stallman - Free Software, Free Society
- Richard P. Gabriel - Patterns of Software
- Richard P. Gabriel - Innovation Happens Elsewhere
- Code Complete (2nd edition) by Steve McConnell
- The Pragmatic Programmer
- Structure and Interpretation of Computer Programs
- The C Programming Language by Kernighan and Ritchie
- Introduction to Algorithms by Cormen, Leiserson, Rivest & Stein
- Design Patterns by the Gang of Four
- Refactoring: Improving the Design of Existing Code
- The Mythical Man Month
- The Art of Computer Programming by Donald Knuth
- Compilers: Principles, Techniques and Tools by Alfred V. Aho, Ravi Sethi and Jeffrey D. Ullman
- Gödel, Escher, Bach by Douglas Hofstadter
- Clean Code: A Handbook of Agile Software Craftsmanship by Robert C. Martin
- Effective C++
- More Effective C++
- CODE by Charles Petzold
- Programming Pearls by Jon Bentley
- Working Effectively with Legacy Code by Michael C. Feathers
- Peopleware by Demarco and Lister
- Coders at Work by Peter Seibel
- Surely You're Joking, Mr. Feynman!
- Effective Java 2nd edition
- Patterns of Enterprise Application Architecture by Martin Fowler
- The Little Schemer
- The Seasoned Schemer
- Why's (Poignant) Guide to Ruby
- The Inmates Are Running The Asylum: Why High Tech Products Drive Us Crazy and How to Restore the Sanity
- The Art of Unix Programming
- Test-Driven Development: By Example by Kent Beck
- Practices of an Agile Developer
- Don't Make Me Think
- Agile Software Development, Principles, Patterns, and Practices by Robert C. Martin
- Domain Driven Designs by Eric Evans
- The Design of Everyday Things by Donald Norman
- Modern C++ Design by Andrei Alexandrescu
- Best Software Writing I by Joel Spolsky
- The Practice of Programming by Kernighan and Pike
- Pragmatic Thinking and Learning: Refactor Your Wetware by Andy Hunt
- Software Estimation: Demystifying the Black Art by Steve McConnel
- The Passionate Programmer (My Job Went To India) by Chad Fowler
- Hackers: Heroes of the Computer Revolution
- Algorithms + Data Structures = Programs
- Writing Solid Code
- JavaScript - The Good Parts
- Getting Real by 37 Signals
- Foundations of Programming by Karl Seguin
- Computer Graphics: Principles and Practice in C (2nd Edition)
- Thinking in Java by Bruce Eckel
- The Elements of Computing Systems
- Refactoring to Patterns by Joshua Kerievsky
- Modern Operating Systems by Andrew S. Tanenbaum
- The Annotated Turing
- Things That Make Us Smart by Donald Norman
- The Timeless Way of Building by Christopher Alexander
- The Deadline: A Novel About Project Management by Tom DeMarco
- The C++ Programming Language (3rd edition) by Stroustrup
- Patterns of Enterprise Application Architecture
- Computer Systems - A Programmer's Perspective
- Agile Principles, Patterns, and Practices in C# by Robert C. Martin
- Growing Object-Oriented Software, Guided by Tests
- Framework Design Guidelines by Brad Abrams
- Object Thinking by Dr. David West
- Advanced Programming in the UNIX Environment by W. Richard Stevens
- Hackers and Painters: Big Ideas from the Computer Age
- The Soul of a New Machine by Tracy Kidder
- CLR via C# by Jeffrey Richter
- The Timeless Way of Building by Christopher Alexander
- Design Patterns in C# by Steve Metsker
- Alice in Wonderland by Lewis Carol
- Zen and the Art of Motorcycle Maintenance by Robert M. Pirsig
- About Face - The Essentials of Interaction Design
- Here Comes Everybody: The Power of Organizing Without Organizations by Clay Shirky
- The Tao of Programming
- Computational Beauty of Nature
- Writing Solid Code by Steve Maguire
- Philip and Alex's Guide to Web Publishing
- Object-Oriented Analysis and Design with Applications by Grady Booch
- Effective Java by Joshua Bloch
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- Paradigms of Artificial Intelligence Programming: Case studies in Common Lisp
- Masters of Doom
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- Smalltalk-80: The Language and its Implementation
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Top 1000 Canada Quiz and trivia: CANADA CITIZENSHIP TEST- HISTORY - GEOGRAPHY - GOVERNMENT- CULTURE - PEOPLE - LANGUAGES - TRAVEL - WILDLIFE - HOCKEY - TOURISM - SCENERIES - ARTS - DATA VISUALIZATION
Top 1000 Africa Quiz and trivia: HISTORY - GEOGRAPHY - WILDLIFE - CULTURE - PEOPLE - LANGUAGES - TRAVEL - TOURISM - SCENERIES - ARTS - DATA VISUALIZATION
Exploring the Pros and Cons of Visiting All Provinces and Territories in Canada.
Exploring the Advantages and Disadvantages of Visiting All 50 States in the USA
Health Health, a science-based community to discuss health news and the coronavirus (COVID-19) pandemic
- An experimental vaccine increases survival rates by up to 50% in four people with highly-aggressive brain cancerby /u/Hrmbee on May 2, 2024 at 2:19 pm
submitted by /u/Hrmbee [link] [comments]
- Experts recommend lowering age to start breast cancer screeningsby /u/euronews-english on May 2, 2024 at 12:31 pm
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- Personalized Melanoma Vaccine Could Be a ‘Game Changer’ by Teaching the Body to Fight Cancer Cells. The mRNA therapy, designed to prevent treated skin cancer from returning, is entering its third phase of trials.by /u/Sariel007 on May 2, 2024 at 12:08 pm
submitted by /u/Sariel007 [link] [comments]
- Women live more years in ill-health than men, finds gender health gap study | Women's health | The Guardianby /u/chilladipa on May 2, 2024 at 10:46 am
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- US fertility rate dropped to lowest in a century as births dipped in 2023by /u/Maxcactus on May 2, 2024 at 9:47 am
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Today I Learned (TIL) You learn something new every day; what did you learn today? Submit interesting and specific facts about something that you just found out here.
- TIL that the traditional boundaries of "Tornado Alley," typically associated with states like Oklahoma and Kansas, are shifting eastward. Recent studies suggest an increase in tornado activity in the Southeastern United States, encompassing states like Alabama, Mississippi, and Tennessee.by /u/whstlngisnvrenf on May 2, 2024 at 2:43 pm
submitted by /u/whstlngisnvrenf [link] [comments]
- TIL Robert Todd Lincoln was present at two Presidential assassinations, his father’s not one of them. He also had his life saved by the brother of John Wilkes Booth.by /u/ThisCarSmellsFunny on May 2, 2024 at 2:37 pm
submitted by /u/ThisCarSmellsFunny [link] [comments]
- TIL that aspiration pneumonia - a lung infection caused by breathing food or liquid - is relatively common in older hospitalized adults, is more common than other types of pneumonia, and causes death in over 1 in 5 occurencesby /u/Sketchables on May 2, 2024 at 2:03 pm
submitted by /u/Sketchables [link] [comments]
- TIL African "reverse missionaries" are traveling to Europe to spread Christianityby /u/TheCogito3 on May 2, 2024 at 1:12 pm
submitted by /u/TheCogito3 [link] [comments]
- TIL the Blue Hole is among the deadliest dive sites globally, with estimates of 130 to 200 recent fatalities, making it one of the most dangerous spots for divers.by /u/BiancaMonroe6814td on May 2, 2024 at 12:54 pm
submitted by /u/BiancaMonroe6814td [link] [comments]
Reddit Science This community is a place to share and discuss new scientific research. Read about the latest advances in astronomy, biology, medicine, physics, social science, and more. Find and submit new publications and popular science coverage of current research.
- In a first, an orangutan was seen treating his wound with a medicinal plantby /u/nbcnews on May 2, 2024 at 3:21 pm
submitted by /u/nbcnews [link] [comments]
- Americans tend to underestimate the material benefits associated with unionization. When they are informed about the actual benefits associated with unionization (e.g. the income premium, health and dental insurance, retirement benefits, paid leave), they express greater interest in joining a unionby /u/smurfyjenkins on May 2, 2024 at 3:14 pm
submitted by /u/smurfyjenkins [link] [comments]
- Scientists work out the effects of exercise at the cellular level: Prolonged physical activity in rats results in profound changes to RNA, proteins, and metabolites in nearly all tissues, providing clues to many human health conditionsby /u/Hrmbee on May 2, 2024 at 2:24 pm
submitted by /u/Hrmbee [link] [comments]
- New study reveals that the use of photobiomodulation — a technique based on the use of low-intensity laser light or LED light — applied to the brain-gut axis is effective in recovering some cognitive alterations and sequelae caused by chronic stress and for treatment-resistant subtype of depressionby /u/giuliomagnifico on May 2, 2024 at 2:08 pm
submitted by /u/giuliomagnifico [link] [comments]
- An improved method for generating human spinal cord neural stem cellsby /u/Dry_Force_4806 on May 2, 2024 at 2:02 pm
submitted by /u/Dry_Force_4806 [link] [comments]
Reddit Sports Sports News and Highlights from the NFL, NBA, NHL, MLB, MLS, and leagues around the world.
- Phil Mickelson Hints at Retirement, No Need for PGA-LIV Tie-Upby /u/dabirds1994 on May 2, 2024 at 2:42 pm
submitted by /u/dabirds1994 [link] [comments]
- IOC unveils 36-athlete Refugee Team for Paris Olympicsby /u/PrincessBananas85 on May 2, 2024 at 1:30 pm
submitted by /u/PrincessBananas85 [link] [comments]
- Paris inaugurates giant water storage basin to clean up the River Seine for Olympic swimmingby /u/Oldtimer_2 on May 2, 2024 at 1:21 pm
submitted by /u/Oldtimer_2 [link] [comments]
- Marcus Outzen dies: Ex-Florida State QB started first BCS National Championship Game under Bobby Bowdenby /u/Oldtimer_2 on May 2, 2024 at 1:10 pm
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- Edmonton Oilers punch ticket to Round 2 with takedown of LA Kingsby /u/Oldtimer_2 on May 2, 2024 at 12:26 pm
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