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©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
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PostgreSQL
Mahesh Pakala
pakalam@amazon.com
Solutions Architect
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
What is PostgreSQL?
• A Relational Database Management System
• An Object Relational Database
– Can add First Class simple and
complex objects with methods,
that can be used in a
Relational Context
– Queries can be made with SQL
• Pronounced “POST-gress”
– The “QL” is silent
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
Open	source	database
In	active	development	for	over	20	years	
Owned	by	a	foundation,	not	a	single	company
Permissive	innovation-friendly	open	source	license
PostgreSQL Fast Facts
Open	Source	Initiative
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
High	performance	out	of	the	box
Object-oriented	and	ANSI-SQL:2008	compatible
Most	geospatial	features	of	any	open-source	database
Supports	stored	procedures	in	12	languages	(Java,	Perl,	
Python,	Ruby,	Tcl,	C/C++,	its	own	Oracle-like	PL/pgSQL,	and	
others)
PostgreSQL Fast Facts
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
Most	Oracle-compatible	open-source	database
Highest	AWS	Schema	Conversion	Tool	automatic	
conversion	rates	are	from	Oracle	to	PostgreSQL
PostgreSQL Fast Facts
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
PostgreSQL Deployment Options
On-Premises Hosted Managed
EC2 DB	Services
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
On-Premise PostgreSQL Deployment
Power,	HVAC,	net
Rack	and	stack
Server	maintenance
OS	patches
DB	s/w	patches
Database	backups
Scaling
High	availability
DB	s/w	installs
OS	installation
you
App	optimization
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
Hosting PostgreSQL on Amazon EC2
Power,	HVAC,	net
Rack	and	stack
Server	maintenance
OS	patches
DB	s/w	patches
Database	backups
Scaling
High	availability
DB	s/w	installs
OS	installation
App	optimization
you
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
Managed PostgreSQL on RDS or Aurora
Power,	HVAC,	net
Rack	and	stack
Server	maintenance
OS	patches
DB	s/w	patches
Database	backups
App	optimization
High	availability
DB	s/w	installs
OS	installation
Scaling
you
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
RDS: Security and Compliance
• Network isolation
• Database instance IP firewall
protection
• AWS IAM-based resource-level
permission controls
• Encryption at rest using AWS KMS or
Oracle/Microsoft TDE
• SSL protection for data in transit
• Assurance programs for finance,
healthcare, government, and more
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
Amazon Virtual Private Cloud (Amazon VPC)
Securely control network configuration
Availability Zone
AWS Region
10.1.0.0/16
10.1.1.0/24
Manage connectivity
AWS Direct
Connect
VPN
connection
VPC
peering
Internet
gateway
Routing
rules
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
RDS: IAM-Governed Access
Use AWS Identity and Access Management (IAM) to control who can perform
actions on Amazon RDS
Users	and	DBAApplications DBA	and	Ops
Your	database RDS
Controlled	with	IAMControlled	with	database	grants
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
RDS: At-Rest Encryption
• Two-tiered key hierarchy using envelope
encryption
• Unique data key encrypts customer data
• AWS KMS master keys encrypt data keys
• Available for all RDS engines
• Benefits:
• Limits risk of compromised data key
• Better performance for encrypting large
data
• Easier to manage small number of master
keys than millions of data keys
• Centralized access and audit of key activity
Leveraging AWS Key Management Service (AWS KMS)
Data	key	1 Data	key	2 Data	key	3 Data	key	4
Customer	master
key(s)
Amazon	RDS	
instance	3
Amazon	RDS	
instance	2
Amazon	RDS	
instance	1
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
RDS: Compliance
Singapore	MTCS
27001/9001
27017/27018
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
RDS: Effortless Scaling
• Scale compute/memory vertically up or down
• Handle higher load to grow over time
• Lower usage to control costs
Storage scaling
EBS Based—20 GB->6 TB & up to 30,000 IOPS
Aurora Based—Up to 64 TB
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
RDS: Backup and Disaster Recovery
• DB Snapshots
– User-driven snapshots of database
– Kept until explicitly deleted
• Automated Backups
– Nightly system snapshots + transaction backup
– Enables point-in-time restore to any point in retention period, up to the last
5 minutes
– Max retention period = 35 days
• Cross region copy
– Change regions
– Disaster recovery
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
RDS Availability—Read and Write—Multi-AZ
SecondarySecondary Primary
Physical
Synchronous
Replication
Primary
AZ1 AZ2
DNS
cname	update	
Application Application
Primary	Update
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
RDS: Logical Replication Support
• Supported with 9.6.1+, 9.5.4+ and 9.4.9+
• Set rds.logical_replication parameter to 1
• As user who has rds_replication and rds_superuser role
SELECT * FROM pg_create_logical_replication_slot('test_slot',
'test_decoding');
pg_recvlogical -d postgres --slot test_slot -U master --host $rds_hostname -f -
--start
• Support for event triggers
RDS
Postgres
RDS
Postgres
Logical
Replica
Redshift
EC2
Postgres
On
Premise
Postgres
DMS
RDS/Aurora
PostgreSQL
Custom
Logical
Handler
NoSQL
DB
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
Amazon RDS for PostgreSQL
Supporting Latest Minor Releases
• 9.6.5
• 9.5.9
• 9.4.14
• 9.3.19
Next Major release—PostgreSQL 10.1
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
Notable Features
• Support HugePages for RDS PostgreSQL
• Provides performance benefit for large instances
• Stop and start of RDS PostgreSQL instances
• New regions supported for RDS PostgreSQL
• China
• Brazil
• Support encryption at rest for
– T2 small/medium
– Cross-region Read Replicas
• Flexible RI
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
New PostgreSQL Extensions Supported
Extensions Description
pgrouting Provides	geospatial	routing	functionality	for	PostGIS
postgresql-hll HyperLogLog	data	type	support	
decoder_raw Output	plugin	to generates	raw	queries	for	logical	replication	changes
pg_repack Remove	bloat	from	tables	and	indexes	in	version	9.6.3
pgaudit Provide	detailed	session	and	object	audit	logging	in	versions	9.6.3	and	9.5.7
wal2json Output	plugin	for	logical	decoding	in	versions	9.6.3	and	9.5.7
auto_explain Log	execution	plans	of	slow	statements	automatically	in	versions	9.6.3	and	9.5.7
pg_hint_plan Provides	control	of	execution	plans	by	using hint	phrases
log_fdw Extension	to	query	your	database	engine logs	within	the	database
pg_freespacemap Examine	free	space	map
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
Extension—pgaudit (9.6.3+)
• CREATE ROLE rds_pgaudit
• Add pgaudit to shared_preload_libraries and pgaudit.role = rds_pgaudit in a
custom parameter group in PostgreSQL 9.6 family
• Apply the modified parameter group to 9.6.3+ database instance and apply immediately
• CREATE EXTENSION pgaudit
• Grant SELECT on all tables to rds_pgaudit to enable auditing
• GRANT SELECT ON t1 TO rds_pgaudit;
• Database logs will show entry as follows
• ... 2017-06-12 19:09:49 UTC:…:pgadmin@postgres:[11701]:LOG: AUDIT:
OBJECT,1,1,READ,SELECT,TABLE,public.t1,select * from t1; ...
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
Extension—pg_stat_statements
• CREATE EXTENSION pg_stat_statements
• SELECT * from pg_stat_statements order by total_time DESC;
-[ RECORD 2 ]-------+--------
userid | 16388
dbid | 16464
queryid | 4286627671
query | UPDATE pgbench_accounts SET abalance = abalance + ? WHERE aid = ?;
calls | 165125
total_time | 5251.54200000001
min_time | 0.015
max_time | 5.558
mean_time | 0.0318034337623008
stddev_time | 0.0369181019548524
rows | 165125
• SELECT substring(query, 1, 50) AS short_query,
round(total_time::numeric, 2) AS total_time, calls,
round(mean_time::numeric, 2) AS mean, round((100 * total_time
/sum(total_time::numeric) OVER ())::numeric, 2) AS percentage_cpu FROM
pg_stat_statements ORDER BY total_time DESC LIMIT 10;
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
PostgreSQL 9.6 + Amazon Aurora cloud-optimized storage
§ Performance: 2x–3x higher throughput than PostgreSQL alone
§ Availability: failover time of <30 seconds
§ Durability: six copies across three Availability Zones
§ Read Replicas: single-digit millisecond lag times on up to 15 replicas
Amazon	Aurora	Storage
Aurora PostgreSQL
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
Amazon Aurora Storage Engine Overview
• Data is replicated six times across three
Availability Zones
• Continuous backup to Amazon S3 (built for 11
9s durability)
• Continuous monitoring of nodes and disks for
repair
• 10 GB segments as unit of repair or hotspot
rebalance
• Quorum system for read/write; latency tolerant
• Quorum membership changes do not stall writes
• Storage volume automatically grows up to 64
TB
AZ	1 AZ	2 AZ	3
Amazon S3
Database
Node
Storage	
Node
Storage	
Node
Storage	
Node
Storage	
Node
Storage	
Node
Storage	
Node
Storage	
Monitoring
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
RDS/Aurora PostgreSQL Monitoring
• Amazon CloudWatch metrics
– CPU utilization
– Storage
– Memory
– Swap usage
– DB connections
– I/O (read and write)
– Latency (read and write)
– Throughput (read and write)
– Replica lag
• Amazon CloudWatch alarms
– Similar to on-premises monitoring tools
• Enhanced Monitoring for Amazon RDS
– Access to over 50 CPU, memory, file
system, and disk I/O metrics
– Low as 1 second intervals
• Integration with third-party monitoring tools
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
Performance Insight: Simplifying Monitoring
• Dashboard displaying load on
database
– Easy
– Powerful
• Identifies source of
bottlenecks
– Top SQL
• Adjustable time frame
– Hour, day, week, month
– Up to 35 days of data
Max	CPU
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
PostgreSQL Events and Logs
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
CloudWatch Metric—Max Used Trans IDs
©	2018,	Amazon	Web	Services,	Inc.	or	its	Affiliates.	All	rights	reserved
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PostgreSQL