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A Database for
Every Occasion
Types of Databases
. . . For Every Occasion
Relational
Sports league
NoSQL
Epic party
File-based
Camping
Relational Databases
ID
 Name
 Position
1
 Harry Potter
 Seeker
2
 Ginny Weasley
 Chaser
3
 Draco Malfoy
 Seeker
ID
 Name
 Colors
1
 Gryffindor
 Red and gold 
2
 Slytherin
 Green and silver
TeamID
 PlayerID
1
 1
1
 2
2
 3
Player
Team
Team_Players
Relational
Databases
✔ Static schema
✔ Consistent, reliable transactions
✔ Accuracy
✔ Complex SQL querying
✔ Control security for each table
NoSQL Databases
{	
		ID:	1,	
		Title:	"Bilbo	Baggins’	Eleventy	First	Birthday	Party",	
			Location:	Shire,	
		Fireworks	Display:	{	
	Name:	"Gandalf	the	Wizard",	
	Time:	"half	past	six",	
		}	
}
NoSQL
Databases
✔ Agile schema
✔ High data volumes
✔ Fast transactions
✔ Scalable
✔ Access via APIs
File-Based Databases
File-Based
Databases
✔ Simple
✔ Shareable
✔ Tiny
✔ Extensible
Let’s Build an App
Wildlife surveying
Bald Eagle Survey
A team of wildlife surveyors needs
to assess eagle habitat.
Which database to
use?
OGC GeoPackage
•  Free and open source
•  Standards-based
•  Platform-independent
•  Portable
•  Compact
Supports raster and vector all in a SQLite Database!




http://www.geopackage.org/
Step 1:
Build Database using Existing Data
Over to FME
Step 2: Collect Data
Going Mobile
Place your screenshot here
http://ngageoint.github.io/geopackage-mapcache-android/
Final Step:
Merge all Updates into Master
FME Tips:
1.  Detect updates
2.  fme_db_operation
3.  Unique ID field
Over to FME
Story: Field Data
Collection and
Maintenance
Step 1: Field Data Collection
Step 2: Transform AGOL to Excel & File Geodatabase
Esri
Survey123
Initial Import + Transform: AGOL > File GDB
Iterative Import + Transform: File GDB > File GDB + Excel
Step 3: Cyclical Quality Control
✅
Result: Master data repository + Excel / Power BI
Summary
•  Choose the right database for the
occasion
–  Pros and cons to relational,
NoSQL, and file-based databases
•  Update master database using
UpdateDetector, fme_db_operation,
and a unique ID
Questions?
Learn more:
knowledge.safe.com
Tutorial: Updating Databases
NoSQL blogs + webinar
safe.com/nosql

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