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Feature to efficiently execute queries efficiently in DBMS softwares
Query optimization is a feature of many relational database management systems and other databases such as NoSQL and graph databases. The query optimizer
Query_optimization
Sequence of steps used to access data in a SQL relational database management system
time for executing a query. Oracle offers two optimization approaches: CBO or Cost Based Optimization RBO or Rule Based Optimization RBO is slowly being
Query_plan
Database class for storage and retrieval of modeled data
incorporate advanced features to optimize query performance. For example, MongoDB supports compound indexes and query-optimization strategies, Cassandra offers
NoSQL
Organized collection of data in computing
especially in a data warehouse system. Query optimizer – Performs query optimization on every query to choose an efficient query plan (a partial order (tree) of
Database
Theory of relational databases
before the optimization. The secondary goal is to try to form common subexpressions within a single query, or if there is more than one query being evaluated
Relational_algebra
Digital marketing technique
information in response to user queries. Related terms include answer engine optimization (AEO) and artificial intelligence optimization (AIO). The concept of GEO
Generative engine optimization
Generative_engine_optimization
System that provides database services specifically for arrays
the data and query model, Array DBMSs sometimes are subsumed under the NoSQL category, in the sense of "not only SQL". Query optimization and parallelization
Array_DBMS
Unique identifier for either an entity in the modeled world or an object in the database
are likely to be those queried, then the query optimizer is forced to perform a full table scan when fulfilling likely queries. The remedy to the full
Surrogate_key
Data structure for query optimization in databases
Implementation and Management. Microsoft Press. "Covering Indexes for Query Optimization | Literate Java". June 13, 2016. "11.9. Index-Only Scans and Covering
Database_index
Condition in databases
is known as a non-sargable query and typically has a negative effect on query time, so one of the steps in query optimization is to convert them to be sargable
Sargable
Practice and strategies of increasing online visibility
developed new optimization approaches for LLM-based search, referred to as answer engine optimization (AEO) or generative engine optimization (GEO). These
Search_engine_optimization
Theory of relational databases
declarative way to specify database queries. The raison d'être of relational calculus is the formalization of query optimization, which is finding more efficient
Relational_calculus
Study of database design and use
explores foundations of query optimization and data integration. Here most work studied conjunctive queries, which admit query optimization even under constraints
Database_theory
SQL statement that returns a result set of rows from one or more tables
functionality is called the "query optimizer" as it is responsible for finding the best possible execution plan for the query, within applicable constraints
Select_(SQL)
unrelated concepts also named similarly, for example, query rewriting by search engines. Query optimization Vassilakopoulos, Michael; Tzouramanis, Theodoros;
Query_rewriting
German computer scientist
science at the University of Mannheim and known for his research on query optimization within database systems. Moerkotte started studying computer science
Guido_Moerkotte
Open-source data management framework
Hive uses Calcite for cost-based query optimization; Drill and Kylin use Calcite for SQL parsing and optimization; Samza and Storm use Calcite for streaming
Apache_Calcite
Type of database query
query containment is in query optimization: Deciding whether two queries are equivalent is possible by simply checking mutual containment. The query containment
Conjunctive_query
Phenomenon with database updates where a row is updated more than once
working on query optimization. They wrote a SQL query supposed to give a ten percent raise to every employee who earned less than $25,000. This query would
Halloween_Problem
American computer scientist and writer (born 1955)
He is best known for his work on temporal databases, query language design, query optimization and evaluation, storage structures, database design, and
Richard_T._Snodgrass
Set of metadata that contains definitions and representations of data elements
AT&T U.S. Patent 4769772, Automated query optimization method using both global and parallel local optimizations for materialization access planning for
Data_dictionary
Computational strategy for large datasets
data efficiently. Initially, a query processor filters data through mechanisms like query optimization, where queries are reformulated and simplified
Filter_and_refine
Relational database management system, first implementation of SQL
algorithm choices (such as the dynamic programming algorithm used in query optimization), influenced many later relational systems. System R's first customer
IBM_System_R
Free and open-source object relational database management system
expanded inline into the calling (SQL) query, which saves function call overhead and allows the query optimizer to "see inside" the function. Procedural
PostgreSQL
Computer software system
also cost-based optimization techniques like in DBMS, where a query plan with the lowest costs is chosen from different equivalent query plans. One example
Data_stream_management_system
are aggregation queries, or queries with set difference. Identifying whether a query is monotonic can be crucial for query optimization, especially in
Monotonic_query
Family of database software by Microsoft
called query optimization and is performed by the query processor itself. SQL Server includes a cost-based query optimizer which tries to optimize on the
Microsoft_SQL_Server
Data modeling concept
this symmetrical structure allows effective handling of complex queries. Query optimization for star-joined databases is simple, predictable, and controllable
Dimensional_modeling
Data warehousing schema
Xuedong (2009-06-05). Star Schema Benchmark (PDF) (Report). UMass Boston. Retrieved 2025-08-15. Stars: A Pattern Language for Query Optimized Schema
Star_schema
Database software
loop join algorithms. The query optimizer determines which type of join algorithm to use based on its analysis of the query. Nested-loop joins are most
Ingres_(database)
Database manager part of the Microsoft 365 package
purchase of FoxPro in 1992 and the incorporation of Fox's Rushmore query optimization routines into Access, Microsoft Access quickly became the dominant
Microsoft_Access
Open source column-oriented relational database management system
database systems to tune query optimization for CPU caches. MonetDB includes automatic and self-tuning indexes, run-time query optimization, and a modular software
MonetDB
Overview of and topical guide to databases
are catalogued. Collective Optimization Database – open repository to enable sharing of benchmarks, data sets and optimization cases from the community
Outline_of_databases
Proprietary database management system
adding persistent PL/SQL stored procedures and triggers, a cost-based query optimizer, and improved administration tools. Oracle Database 12c (2013) introduced
Oracle_Database
Query entered into a web search engine
A web query or web search query is a query that a user enters into a web search engine to satisfy their information needs. Web search queries are distinctive
Web_query
"Postgres Plus Advanced Server Performance and Scalability Guide: Query Optimization Hints". Archived from the original on 2014-04-19. Retrieved 2013-06-24
Hint_(SQL)
American computer scientist
Thesis: "A Self-Organizing Database System - A Different Approach to Query Optimization". 1985, NYU Award for Best Dissertation in all Natural Sciences (1985)
Gregory_Piatetsky-Shapiro
Sequential model-based optimization of expensive black-box functions
Bayesian optimization is a sequential model-based strategy for global optimization of black-box objective functions whose evaluations are costly. It is
Bayesian_optimization
Computer query in SQL
a SQL database query, a correlated subquery (also known as a synchronized subquery) is a subquery (a query nested inside another query) that uses values
Correlated_subquery
Improving the efficiency of software
In computer science, program optimization, code optimization, or software optimization is the process of modifying a software system to make some aspect
Program_optimization
of relational query optimization, where query evaluation programs were defined as relational algebra expressions, and query optimization was expression
Feature-oriented_programming
SQL database engine software
co-founder Michael Widenius' daughter My, and "SQL", the acronym for Structured Query Language. A relational database organizes data into one or more data tables
MySQL
Function of managing and maintaining DBMS software
configuration, patching, upgrades, backups, restores, refreshes, performance optimization, maintenance and disaster recovery. Development DBAs: focus on the logical
Database_administration
Mapping of a graph into a tree
in problems like probabilistic inference, constraint satisfaction, query optimization, and matrix decomposition. The concept of tree decomposition was originally
Tree_decomposition
Software company
workload management, data replication, server recovery, query optimization, and storage optimization. Native integration with open source big data technologies
Vertica
Computer scientist, author
data analysis, query optimization, artificial intelligence, and privacy in IT systems. He authored the book Database Query Optimization with Soft Constraints
Jarek_Gryz
Declarative logic programming language
performs full query optimization." Arch, Samuel; Hu, Xiaowen; Zhao, David; Subotić, Pavle; Scholz, Bernhard (2022). "Building a Join Optimizer for Soufflé"
Datalog
Database stored query result set
the result set of a stored query that presents a limited perspective of the database to a user. This pre-established query command is kept in the data
View_(SQL)
Identifier for a taxpaying entity in the United States
dictionary JDBC XQJ ODBC Query language Query optimizer Query rewriting system Query plan Functions Administration Query optimization Replication Sharding
Taxpayer Identification Number
Taxpayer_Identification_Number
Display of results from a search
search query Search engine optimization – Practice and strategies of increasing online visibility List of Search Engines Generative engine optimization – Digital
Search_engine_results_page
Practice of increasing online visibility
Local search engine optimization (local SEO) is similar to (national) SEO in that it is also a process affecting the visibility of a website or a web page
Local search engine optimisation
Local_search_engine_optimisation
SQL clause
A join clause in the Structured Query Language (SQL) combines columns from one or more tables into a new table. The operation corresponds to a join operation
Join_(SQL)
Overview of and topical guide to algorithms
Local search (optimization) Hill climbing Tabu search Genetic algorithm Ant colony optimization algorithms Particle swarm optimization Evolutionary algorithm
Outline_of_algorithms
Cloud-based data warehouse service
(PaaS) that supports querying using a dialect of SQL and Graph Query Language. It also has built-in machine learning capabilities. BigQuery was announced in
BigQuery
Database that stores information relating to past, present and future time
Carlo A. Curino & Carlo Zaniolo (2010). Scalable Architecture and Query Optimization for Transaction-time DBs with Evolving Schemas. SIGMOD. Archived from
Temporal_database
Relational database management system
and implementation of visual Query by Example that was supported by an AI engine for heuristic, dynamic query optimization. Effective use of conventional
Paradox_(database)
Sequential scan of a database
burden on the entire database. Database Database index Optimizing compiler Query plan Query optimization SQL "Avoiding Table Scans". Oracle. 2011. "Which is
Full_table_scan
Relational database software by Huawei
transaction handling, compatibility with diverse data types, indexing, query optimization, and security features. On July 1, 2020, Huawei released OpenGauss
GaussDB
Mathematical concept
Multi-objective optimization or Pareto optimization (also known as multi-objective programming, vector optimization, multicriteria optimization, or multiattribute
Multi-objective_optimization
Tendency of software architects to replicate their development platform
is forced onto the application instead. Queries become much more convoluted, the indexes and query optimizer can no longer work effectively, and data
Inner-platform_effect
Software company in Canada
developer of multiple proprietary patents including data compression, query optimization, and data organization, a total of six distinct awarded patents. In
Infobright
Computer server providing database services
I/O-bound (slow disk access), it often indicates a schema problem or poor query optimization. "Serverless" databases still run on servers The term "serverless"
Database_server
Relational model database server
added. A lock timeout option and task-to-engine affinity were added, query optimization is now delayed until a cursor is opened and the values of the variables
Adaptive_Server_Enterprise
Dutch computer scientist (1953-2022)
computer scientist with research focus on database architectures, query optimization and their use in scientific databases. He was an architect of the
Martin_L._Kersten
Indian farmer knowledge exchange
database management systems and information retrieval techniques with query optimization, intermittent synchronization and multilingual support. An excellent
Aaqua
Method for creating, maintaining, and manipulating computer files
locate records in data files. In contrast, a relational database uses a query optimizer which automatically selects indexes. An indexing algorithm that allows
ISAM
Agile database modeling technique
realized (hub) AM Many-to-one, historizable Logical view over the data Query optimization Somewhat important Recent databases DV Very important Latest version
Anchor_modeling
SQL development, including SQL coding, debugging, visual query building, query optimization, test data generation, and version control integration. Database
DbForge
database tables are to be joined. It is primarily concerned with query optimization. O'Connell, S. (2005) Advanced Databases Course Notes, Southampton
Join_selection_factor
American data technology company
also introducing the General Availability of the GPORCA Optimizer for cost based optimization of SQL designed for big data. "EMC to Acquire Greenplum"
Greenplum
Model of computation used by algorithms
In computer science, the Robertson–Webb (RW) query model is a model of computation used by algorithms for the problem of fair cake-cutting. In this problem
Robertson–Webb_query_model
Schema optimized for fast data retrieval
main table can have its own dimension tables. To provide further query optimization, a data set can be partitioned into separate physical schemas on either
Reverse_star_schema
Database for storage and retrieval of triples
relational database, a triplestore is optimized for the storage and retrieval of triples. In addition to queries, triples can usually be imported and exported
Triplestore
Programming language that uses first order logic
optimized form: program_optimized(Prog0, Prog) :- optimization_pass_1(Prog0, Prog1), optimization_pass_2(Prog1, Prog2), optimization_pass_3(Prog2, Prog).
Prolog
Database engine built by Microsoft
these are then optimized using the Microsoft Rushmore query optimization technology. The query is then executed and the results passed back to the application
Access_Database_Engine
Software library for data analysis
open-source software library for data manipulation. Polars is built with an OLAP query engine implemented in Rust using Apache Arrow Columnar Format as the memory
Polars_(software)
Algorithm for modelling sequential data
q_{i}=x_{i,{\text{query}}}W^{Q}} . The matrix of all query vectors is the query matrix: Q = X query W Q {\displaystyle Q=X_{\text{query}}W^{Q}} Similarly
Transformer_(deep_learning)
Software system for finding relevant information on the Web
other relevant information on the Web in response to a user's query. Users submit their queries through a web browser or a mobile app, and the results page
Search_engine
Type of information retrieval using LLMs
LLMs first refer to a specified set of documents, then respond to user queries. These documents supplement information from the LLM's pre-existing training
Retrieval-augmented generation
Retrieval-augmented_generation
Annual award given by the Infosys Science Foundation
and multilingual databases, as well as produced software tools for query optimization and metadata processing."[citation needed] 2015 Umesh Waghmare Jawaharlal
Infosys_Prize
Function provided by the user of a program or environment
deterministic or not. The determinism characteristic has an influence on the query optimizer when compiling a SQL statement. SQL-data access - tells the database
User-defined_function
Set of services used to access, modify and transfer geographical data
Abdelkader; Dillon, Tharam; Morvan, Franck. Resource Scheduling Methods for Query Optimization in Data Grid Systems Krauter, Klaus; Buyya, Rajkumar; Maheswaran,
Data_grid
A user's goal in making a search query
webpage to optimize for user intent. Google can show SERP features such as featured snippets, knowledge cards or knowledge panels for queries where the
User_intent
Practice in search engine optimization
Keyword research is a practice search engine optimization (SEO) professionals use to find and analyze search terms that users enter into search engines
Keyword_research
Answers to common questions on a topic
web design, FAQ can help achieve customer service and search engine optimization (SEO) goals, including reducing the workload of in-person customer service
FAQ
Relational database management system
connections caching and relaying information (e.g. query results) query syntax analysis, optimization and execution plan generation To further improve performance
CUBRID
Information retrieval and text mining research
Jehaan (March 29, 2012). Random Selection Assisted Long Web Search Query Optimization. 50th Annual ACM Southeast Conference. Tuscaloosa, Alabama: Association
Lemur_Project
Cloud-based NoSQL document database service
consistency. As opposed to traditional relational systems that parse SQL queries and optimize execution plans, GCP Datastore uses a NoSQL document-style architecture
Google_Cloud_Datastore
American computer scientist and IBM Fellow
relational query optimization. She is a pioneer in relational database management and inventor of the technique of cost-based query optimization. She was
Patricia_Selinger
Competitive algorithm for searching a problem space
GA applications include optimizing decision trees for better performance, solving sudoku puzzles, hyperparameter optimization, and causal inference. In
Genetic_algorithm
News search algorithm
by Google for use in its news results in February 2003. When you enter a query or keyword into the Google news search engine, the Hilltop algorithm helps
Hilltop_algorithm
Online information retrieval tool
own results. Metasearch engines take input from a user and immediately query search engines for results. Sufficient data is gathered, ranked, and presented
Metasearch_engine
Mathematics optimization problem
Matrix chain multiplication (or the matrix chain ordering problem) is an optimization problem concerning the most efficient way to multiply a given sequence
Matrix_chain_multiplication
Search engine algorithm used by Google
within the query still continue to be important, "Hummingbird" adds more strength to long-tailed keywords, effectively catering to the optimization of content
Google_Hummingbird
Relational database management system
stable release of the new codebase. Version 1.5 featured an improved query optimizer, SQL-92 conditional expressions, SQL:1999 savepoints and support for
Firebird_(database_server)
American computer scientist
from the University of Wisconsin, Madison in 1995, for a thesis on query optimization supervised by Jeffrey Naughton and Michael Stonebraker. Hellerstein
Joseph_M._Hellerstein
Artificial intelligence researcher (1927–2021)
logic programming. He has made important contributions to semantic query optimization and to cooperative and informative answers for deductive databases
Jack_Minker
Database engine
on top of Apache Hadoop for providing data query and analysis. Hive gives an SQL-like interface to query data stored in various databases and file systems
Apache_Hive
Database feature
statement, parameterized statement, (not to be confused with parameterized query) is a feature where the database pre-compiles SQL code and stores the results
Prepared_statement
Digital database whose organization is based on the relational model of data
systems are equipped with the option of using SQL (Structured Query Language) for querying and updating the database. The concept of relational database
Relational_database
QUERY OPTIMIZATION
QUERY OPTIMIZATION
Surname or Lastname
English, Scottish, and French
English, Scottish, and French : status name for a young servant,
Middle English and Old French page (from Italian paggio,
ultimately from Greek paidion, diminutive of pais ‘boy’,
‘child’). The surname is also common in Ireland (especially Ulster and
eastern Galway), having been established there since the 16th century.North German : metonymic occupational name for
a horse dealer, from Middle Low German page ‘horse’.(Pagé) : North American form of French Paget.A Pagé, also known as Carsy, Quercy, and
Girl/Female
Gujarati, Indian, Kannada
Njn
QUERY OPTIMIZATION
QUERY OPTIMIZATION
Girl/Female
Muslim/Islamic
Happy Ecstatic
Girl/Female
German, Hungarian
Renowned Battle
Male
French
French form of Latin Franciscus, FRANCK means "French."
Girl/Female
Hindu, Indian
Star
Girl/Female
Greek American English
Pure.
Boy/Male
Muslim
Supported
Boy/Male
Indian, Sanskrit
With Grey Horses
Boy/Male
Indian, Punjabi, Sikh
Love of Lotus
Girl/Female
German, Nigerian
Prediction of the Winds; Ever Powerful Ruler
Girl/Female
Muslim
Wise. Understanding.
QUERY OPTIMIZATION
QUERY OPTIMIZATION
QUERY OPTIMIZATION
QUERY OPTIMIZATION
QUERY OPTIMIZATION
v. i.
To ask questions; to make inquiry.
n.
A question in the mind; a doubt; as, I have a query about his sincerity.
n. & v.
See Querl.
n.
An interrogation point [?] as the sign of a question or a doubt.
n.
A question; an inquiry to be answered or solved.
v. t.
To doubt of; to be uncertain of; to query.
v. t.
To twirl; to turn or wind round; to coil; as, to querl a cord, thread, or rope.
v. i.
To have a doubt; as, I query if he is right.
n.
A groom; an equerry.
p. pr. & vb. n.
of Query
imp. & p. p.
of Query
n.
A mill for grinding grain, the upper stone of which was turned by hand; -- used before the invention of windmills and watermills.
n.
That which is asked; inquiry; interrogatory; query.
v. t.
To put questions about; to elicit by questioning; to inquire into; as, to query the items or the amount; to query the motive or the fact.
v. t.
To doubt of; to regard with incredulity.
v. t.
To write " query" (qu., qy., or ?) against, as a doubtful spelling, or sense, in a proof. See Quaere.
n.
A hand mill. See Quern.
v. t.
Earnest inquiry; question; query.
v. t.
To address questions to; to examine by questions.
pl.
of Query