2026 Practical Data Community State of Data Engineering (Linked Data Edition)

SELECT
  bottleneck,
  countx,
  sampleEntry
FROM (
  SPARQL
  PREFIX : <https://gemini.google.com/share/e37d9615f322#>
  PREFIX schema: <http://schema.org/>
  
  SELECT ?bottleneck (COUNT(?s) AS ?countx) (SAMPLE(?s) AS ?sampleEntry)
  WHERE {
    ?s a schema:SurveyResponse ;
       :biggestbottleneck ?bottleneck .
  }
  GROUP BY ?bottleneck
  ORDER BY DESC(?countx)
  LIMIT 10
) AS results

SELECT
  status,
  countx,
  sampleEntry
FROM (
  SPARQL
  PREFIX : <https://gemini.google.com/share/e37d9615f322#>
  PREFIX schema: <http://schema.org/>
  SELECT ?status (COUNT(?s) AS ?countx) (SAMPLE(?s) AS ?sampleEntry)
  WHERE {
    ?s :aiadoption ?status .
  }
  GROUP BY ?status
) AS results

SELECT
  tool,
  countx,
  sampleEntry
FROM (
  SPARQL
  PREFIX schema: <http://schema.org/>
  PREFIX : <https://gemini.google.com/share/e37d9615f322#>
  PREFIX schema: <http://schema.org/>
  SELECT ?tool (COUNT(?s) AS ?countx) (SAMPLE(?s) AS ?sampleEntry)
  WHERE {
    ?s :orchestration ?tool .
  }
  GROUP BY ?tool
  ORDER BY DESC(?countx)
  LIMIT 10
) AS results

SELECT
  storage,
  countx,
  sampleEntry
FROM (
  SPARQL
  PREFIX schema: <http://schema.org/>
  PREFIX : <https://gemini.google.com/share/e37d9615f322#>
  PREFIX schema: <http://schema.org/>
  SELECT ?storage (COUNT(?s) AS ?countx) (SAMPLE(?s) AS ?sampleEntry)
  WHERE {
    ?s :storageenvironment ?storage .
  }
  GROUP BY ?storage
  ORDER BY DESC(?countx)
) AS results

SELECT
  growth,
  countx,
  sampleEntry
FROM (
  SPARQL
  PREFIX : <https://gemini.google.com/share/e37d9615f322#>
  PREFIX schema: <http://schema.org/>
  SELECT ?growth (COUNT(?s) AS ?countx) (SAMPLE(?s) AS ?sampleEntry)
  WHERE {
    ?s :teamgrowth2026 ?growth .
  }
  GROUP BY ?growth
) AS results

SELECT
  approach,
  countx,
  sampleEntry
FROM (
  SPARQL
  PREFIX schema: <http://schema.org/>
  PREFIX schema: <http://schema.org/>
  PREFIX : <https://gemini.google.com/share/e37d9615f322#>
  PREFIX schema: <http://schema.org/>
  SELECT ?approach (COUNT(?s) AS ?countx) (SAMPLE(?s) AS ?sampleEntry)
  WHERE {
    ?s :modelingapproach ?approach .
  }
  GROUP BY ?approach
) AS results

SELECT
  topic,
  countx,
  sampleEntry
FROM (
  SPARQL
  PREFIX : <https://gemini.google.com/share/e37d9615f322#>
  PREFIX schema: <http://schema.org/>
  SELECT ?topic (COUNT(?s) AS ?countx) (SAMPLE(?s) AS ?sampleEntry)
  WHERE {
    ?s :educationtopic ?topic .
  }
  GROUP BY ?topic
  ORDER BY DESC(?countx)
) AS results