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Of Farm Topologies
And Time-Series Data
@noctarius2k
@timescaledb
Chris Engelbert
Developer Advocacy @TimescaleDB
Previous fun companies:
- Ubisoft / Blue Byte
- Hazelcast
- Instana
- clevabit
Interests:
- Developer Relations
- Anything Performance Engineering
- Backend Technologies
- Fairy Tales (AMD / Intel, AMD / Nvidia, AMD / Nvidia)
@noctarius2k
@noctarius2k@mastodon.online
What Is A Graph?
What Is A Time-Series?
Internet of Things Measurements
https://www.theatlantic.com/sponsored/thomson-reuters-davos/ensuring-trust-in-
fi
nancial-transactions-for-the-21st-century/759/
Financial Transactions & Stocks Prices
Observability Metrics
https://www.deviantart.com/jonahptak
Marvel Timeline
Time-Related Observations
of a
Subject
How Did I End Up Here?
How Complicated Can A Farm Be?
Farm
Farm
Barn 1
Barn 2
Farm
Barn 1
Barn 2
Farm
Barn 1
Barn 2
M
e
t
r
i
c
s
M
e
t
r
i
c
s
M
e
t
r
i
c
s
M
e
t
r
i
c
s
M
e
t
r
i
c
s
M
e
t
r
i
c
s
M
e
t
r
i
c
s
M
e
t
r
i
c
s
M
e
t
r
i
c
s
farm_id
name
…
parent_id
parent_type
Farm
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
animal_id
name
…
parent_id
parent_type
Animal
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
animal_id
name
…
parent_id
parent_type
Animal
order
id
type
parent_id
parent_type
EntityHierarchyView
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
animal_id
name
…
parent_id
parent_type
Animal
order
id
type
parent_id
parent_type
EntityHierarchyView
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
animal_id
name
…
parent_id
parent_type
Animal
order
id
type
parent_id
parent_type
EntityHierarchyView
RECURSIVE SQL
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
animal_id
name
…
parent_id
parent_type
Animal
order
id
type
parent_id
parent_type
EntityHierarchyView
RECURSIVE SQL
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
animal_id
name
…
parent_id
parent_type
Animal
order
id
type
parent_id
parent_type
EntityHierarchyView
RECURSIVE SQL
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
animal_id
name
…
parent_id
parent_type
Animal
order
id
type
parent_id
parent_type
EntityHierarchyView
entity_id
entity_type
Data
parent_id
parent_type
Entity
RECURSIVE SQL
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
animal_id
name
…
parent_id
parent_type
Animal
order
id
type
parent_id
parent_type
EntityHierarchyView
entity_id
entity_type
Data
parent_id
parent_type
Entity
RECURSIVE SQL
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
animal_id
name
…
parent_id
parent_type
Animal
order
id
type
parent_id
parent_type
EntityHierarchyView
entity_id
entity_type
Data
parent_id
parent_type
Entity
RECURSIVE SQL
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
animal_id
name
…
parent_id
parent_type
Animal
order
id
type
parent_id
parent_type
path
EntityHierarchyView
entity_id
entity_type
Data
parent_id
parent_type
Entity
ltree extension
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
animal_id
name
…
parent_id
parent_type
Animal
order
id
type
parent_id
parent_type
path
EntityHierarchyView
entity_id
entity_type
Data
parent_id
parent_type
Entity
ltree extension
ltree represents labels of data stored in a
hierarchical tree-like structure. Extensive facilities
for searching through label trees are provided.
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
animal_id
name
…
parent_id
parent_type
Animal
order
id
type
parent_id
parent_type
path
EntityHierarchyView
entity_id
entity_type
Data
parent_id
parent_type
Entity
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
animal_id
name
…
parent_id
parent_type
Animal
order
id
type
parent_id
parent_type
path
EntityHierarchyView
entity_id
entity_type
Data
parent_id
parent_type
Entity
bdd546b231d240ca8085715a3d7b305ecustomer.
9b847c28c1784a0daf4b1dd19a650435farm.
8f41177b4fc944f98b73d3014e370687barn
barn_id
name
…
parent_id
parent_type
Barn
farm_id
name
…
parent_id
parent_type
Farm
animal_id
name
…
parent_id
parent_type
Animal
order
id
type
parent_id
parent_type
path
EntityHierarchyView
entity_id
entity_type
Data
parent_id
parent_type
Entity
But Are Farms Really That Simple?
Farm
Barn 1
Barn 2
Farm
Barn 1
Barn 2
😱
Farm
Barns
Farm
Barns
Compartments
Farm
Barns
Compartments
Inlets Inlets
Farm
Barns
Compartments
Inlets Inlets
Farm
Barns
Compartments
Inlets Inlets
Farm
Barns
Compartments
Inlets Inlets
Farm
Barns
Compartments
Inlets Inlets
Farm
Barns
Compartments
Inlets Inlets
Farm
Barns
Compartments
Inlets Inlets
and so on…
Looks Like An Acyclic Graph 🤔
It’s Basically Building Automation, Isn’t It?
https://project-haystack.org/
https://project-haystack.org/
https://w3c-lbd-cg.github.io/bot/
Building Topology Ontology
https://www.brickschema.org/
Brick Schema
https://project-haystack.org/
https://w3c-lbd-cg.github.io/bot/
Building Topology Ontology
https://www.brickschema.org/
Brick Schema
https://www.brickschema.org/
Brick Schema
https://www.brickschema.org/
Brick Schema
The subject is upstream of the object and
some media is passed between them.
The subject is composed in part of the
entity given by the object.
The subject has a source of telemetry
identi
fi
ed by the object.
feeds:
hasPart:
hasPoint:
https://www.brickschema.org/
Brick Schema
The subject is upstream of the object and
some media is passed between them.
The subject is composed in part of the
entity given by the object.
The subject has a source of telemetry
identi
fi
ed by the object.
feeds:
hasPart:
hasPoint:
https://www.brickschema.org/
Brick Schema
The subject is upstream of the object and
some media is passed between them.
The subject is composed in part of the
entity given by the object.
The subject has a source of telemetry
identi
fi
ed by the object.
feeds:
hasPart:
hasPoint:
MATCH (e:Equipment)-[:feeds]->(l:Location)
WHERE EXISTS {
MATCH (l)<-[:has*]-(c:Customer {id: “…”})
}
What Did We Learn?
https://taz.de/Sperrmuell-auf-Gehwegen/!5713115/
Thank
You!
www.timescaledb.com
@timescaledb
@noctarius2k
Questions?
Of Farm Topologies and Time-Series Data

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