Statements (63)
| Predicate | Object |
|---|---|
| gptkbp:instance_of |
gptkb:Google
|
| gptkbp:applies_to |
rule-based optimization
|
| gptkbp:built |
functional programming principles
|
| gptkbp:can_be_extended_by |
through custom rules
|
| gptkbp:can_handle |
complex queries
|
| gptkbp:can_transform_into |
unoptimized logical plans
|
| gptkbp:developed_by |
gptkb:Apache_Software_Foundation
gptkb:Apache_Spark |
| gptkbp:enables |
advanced analytics
query rewriting |
| gptkbp:enhances |
query execution
|
| gptkbp:facilitates |
query planning
|
| https://www.w3.org/2000/01/rdf-schema#label |
Catalyst Optimizer
|
| gptkbp:improves |
gptkb:performance
|
| gptkbp:is_a_key_component_of |
Spark's execution engine
|
| gptkbp:is_compatible_with |
gptkb:Hadoop_ecosystem
Spark Data Sources |
| gptkbp:is_critical_for |
real-time analytics
data governance. |
| gptkbp:is_designed_for |
big data processing
multi-source data queries |
| gptkbp:is_designed_to |
reduce query latency
|
| gptkbp:is_documented_in |
Apache Spark documentation
|
| gptkbp:is_enhanced_by |
community contributions
|
| gptkbp:is_influenced_by |
database query optimizers
|
| gptkbp:is_influential_in |
big data analytics
|
| gptkbp:is_integrated_with |
BI tools
machine learning libraries |
| gptkbp:is_optimized_for |
data processing
distributed computing join operations columnar storage formats high concurrency workloads |
| gptkbp:is_part_of |
gptkb:Spark_SQL
gptkb:open-source_software data processing pipelines data architecture strategies data processing frameworks data lake architecture |
| gptkbp:is_supported_by |
gptkb:enterprise_solutions
Apache Spark community |
| gptkbp:is_tested_for |
Apache Spark community
|
| gptkbp:is_used_for |
ETL processes
data transformation |
| gptkbp:is_used_in |
data science projects
data warehousing cloud data platforms |
| gptkbp:is_utilized_by |
data scientists
|
| gptkbp:is_utilized_in |
data visualization tools
|
| gptkbp:key |
data-driven decision making
data integration solutions Spark's performance improvements |
| gptkbp:key_feature |
gptkb:Apache_Spark_SQL
|
| gptkbp:provides |
query optimization
|
| gptkbp:provides_support_for |
SQL functions
|
| gptkbp:supports |
user-defined functions
logical plans |
| gptkbp:used_in |
gptkb:Apache_Spark_SQL
|
| gptkbp:utilizes |
cost-based optimization
|
| gptkbp:works_with |
Data Frames
|
| gptkbp:written_in |
gptkb:Scala
|
| gptkbp:bfsParent |
gptkb:Apache_Spark_SQL
|
| gptkbp:bfsLayer |
6
|