Cloud Analytics Benchmarking: Where We Are, What Is Missing, and Where We Should Go

Michail Georgoulakis Misegiannis, Till Steinert. 2026. DBTest@SIGMOD.

Read the paper · doi:10.1145/3810991.3811634

What this paper does with SQLancer

One citation, listing database testing among the related work. A position paper on benchmarking cloud analytics. It observes that vendor workload traces carry execution telemetry but omit SQL text for privacy, and asks whether realistic workloads can be synthesised from telemetry alone. The authors argue this works at the workload level but not the query level, since telemetry does not uniquely determine query structure, and propose enriching traces with transferable features and building use-case-centric benchmarks instead. Written by claude-opus-5 from the 1 place this paper refers to SQLancer. The quotations below are the paper's own words, stored verbatim when the text was extracted.

How it was classified

uses infrastructure — no

SQLancer is cited, not used; nothing in the mentions describes reusing its code.

extends technique — no

No technique is extended; the citation is background.

compares with — no

No empirical comparison against SQLancer is reported in the mentions.

describes as state of the art — no

The citation does not characterise SQLancer as the state of the art.

SQLancer publications it cites (1)

Bibliography entries that resolved to a SQLancer publication, or to a paper by one of the project's authors. A sentence citing one of these numbers is a reference to SQLancer even when it never writes the name.

#	Entry	Matched as
21	Manuel Rigger and Zhendong Su. 2020. Finding bugs in database systems via query partitioning. Proc. ACM Program. Lang. 4, OOPSLA (2020), 211:1–211:30.	sqlancer publication · TLP

Every place it refers to SQLancer (1)

1 sentence, each stored verbatim from the extracted text with where it was found and how. “Citation marker” means the sentence names no tool at all and was reached through a reference number that resolved to a SQLancer publication.

Id	Sentence	Found by	Where
M1	Related work also considers database testing [ 21,37].	citation marker background	2 Background and Related Work page 1

This page is rendered from _data/papers/paper_doi_10_1145_3810991_3811634.json, extracted from supplied pdf. 8 pages, 39 references parsed.