Top Banner
26

REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Aug 31, 2018

Download

Documents

vukhuong
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables
Page 2: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

REAL-LIFE BENCHMARK: SQL Server 2016

Apr 2016, Zurich

Microsoft Launch Event, Zurich, 2016-04-06

Joonas Asikainen, Ruben Wolff, Simon Hefti, Hans Peter Gränicher

Page 3: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

POC/Migration

Summary

Results

Benchmark Approach

Introduction

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE 3

Page 4: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

INTRODUCTION

Page 5: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE 5

Motivation

▪ Data Driven Value Creation is a key success factor in all industries

▪ Typical question: which analytical database will deliver the performance and features we need over the next 3 - 5 years?

▪ This is not a theoretical, but a very practical question

▪ As we are practical, we want to find out

Page 6: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE 6

Client Background

▪ Health Insurance

▪ Initiative “Information Driven Enterprise” since 2013

▪ 3 Mio insured people

▪ ~100 target tables, ~200 source tables several billion rows

Page 7: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

7

Multi-layered, holistic, dimensional model, used by all users (enterprise wide)

Data Model

Page 8: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE 8

Architecture

Analytics/Reporting

Source

SRC1

SRC2

SRC3

INB UDPSTG UDM

SRC4

SRC5

PWX CDC

BU UsersUpdates Data BenefitETL Chain

Migration Focus

Web Service

Page 9: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Why bother, we have a running system

9

More Performance = More Insight

Leverage * Insight = Impact

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE

Page 10: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

BENCHMARK APPROACH

Page 11: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

JunMayAprMarFebJan

2015 2016

DecNov

Assessment Go: POC

POC of Winning DB Go

Production

GoParallel Operations

In cloud5 contendersSynthetic data On premise

Winner vs Sybase IQFull productive data set

Daily load on both systems Automated test frameworkFull test end user tools

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE

Process

11

Page 12: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Candidates for Analytical Database Upgrade

12

Sybase IQ 15.4 needs be updated as must-have requirements can not be met. Possible options:

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE

Sybase IQ 16 Logical candidate to consider

SAP HANA Candidate when staying with same vendor

Oracle 12c Inhouse know how, widely used, used for staging area

SQL Server 2014 Inhouse know how, widely used

SQL Server 2016 Promising - to be looked at if considering SQL Server

Page 13: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Claim(150M)

Case(100 M)

CaseClaim Facility

Activity(500 M)

Date

Member(20 M)

Detail

Territory

Package Network NetworkGroup

Query of a specific Key Information Asset

Typical user queries

Claim(150M)

Facility

Member(20 M)

Claim(150M)

Facility

Member(20 M)

Activity(500 M) Detail

Claim(150M)

Facility

Member(20 M)

Case(100 M)

CaseClaim Territory

Queries

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE 13

Page 14: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE

▪ Platform

Agile testing setup in the cloud: full benchmarking in a few weeks

Compare results against on-premises setup with Sybase IQ for baseline

▪ Data

Synthetic data

12 table structures & relations duplicated from the production system

Row count equal to production

Same grouping characteristics (distinct values)

14

Approach

Page 15: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE 15

Approach

▪ Hardware

Test on-premise Sybase 15.4 (155 GB RAM, 16 Cores)Test in cloud for Sybase 16, Oracle 12c, SQL Server (120 GB RAM, 16 Cores)Test in cloud for SAP HANA ONE (240 GB RAM, 16 Cores)

▪ Test Procedure

Key Information Asset based queries of varying complexity and filteringRun the query cycles multiple samples for averaging

Page 16: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

RESULTS

Page 17: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Results

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE 17

Typical user queries

SQL16 HANA SY15 SY16 SQL14 ORA

1.1s 25s 3.4s 6.9s 4.1s 43s

1.0 22 2.9 6.0 3.6 38

Queries for specific Key Information Asset

SQL16 HANA SY15 SY16 SQL14 ORA

2.8m 3.2m 5.6m 7.7m 26m 128m

1.0 1.2 2.0 2.8 9.5 46Factor:

Product:

Time:

Page 18: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE 18

▪ SQL Server 2016 with astonishingly clear winWith synthetic data against all contenders. With live data confirmed against Sybase (other contenders were not pursued further)

▪ SAP HANA performs similarly well to SQL Server 2016 for some queries, yet has more non-performing outliers(Also to be considered: with higher need of memory)

▪ Improvement from SQL Server 2014 to 2016 is impressive

▪ Aggregate Awareness: Oracle & SQL Server improved by factor > 10

Observations

Page 19: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

POC & MIGRATION

Page 20: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

JunMayAprMarFebJan

2015 2016

DecNov

Assessment Go: POC SQL Server 2016

POC SQL Server 2016 Go

Production

GoParallel Operations

In cloud6 contendersSynthetic data On premise

SQL Server 2016 vs Sybase IQFull productive data set Daily load on SQL Server

2016 Automated test frameworkFull test end user tools

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE

Process

20

Page 21: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE 21

Migration-worthy SQL Server Features

▪ Aggregate awarenessfor performance boost

▪ AD-governed Row Level SecurityActive Directory Integration simplifies permission administration

▪ Monitor & SuspendQuery store allows us to “monitor & suspend”, i.e., identify users causing unnecessary DB load, suspend and educate them

▪ Semi-automated Query OptimizationAggregate Awareness together with the query store capabilities allows us to build a semi automated query optimization process

Page 22: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE 22

Findings during POC

▪ No show stoppersThese could be e.g. migration not possible, data not usable, security not manageable, RC not stable enough

▪ Performance gains reaffirmed using live dataSelect performance as measured in cloud is also achieved in prod system

▪ Lower storage cost due to high compressionFactor of 7 smaller on the column store tables compared to Sybase IQ

▪ Getting rid of long-runnersSome long running queries in Sybase went from 8h to seconds on SQL Server

Page 23: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE 23

Useful features

▪ Management/monitoring functionalityIt shows that SQL Server is a mature product. Even though SQL Server 2016 is new, the management and monitoring functions have carried over from earlier versions, or improved

▪ Management Studio is a nice development environmentDevelopers and DBAs tend to like it

▪ Snapshots instead of backupsAbility to take quick snapshots instead of full backups

▪ Microsoft TAP (Technology Adoption Program)Useful questions answered quickly during migration

Page 24: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE 24

Issues During Migration

▪ Linux based ETL - no bulk loadIn the current setup, the ETL server does not support bulk inserts because there is no native client. Our ODBC throughput is around 60’000 rows/sec.

▪ Bulk insertBulk load into column store oriented tables in combination with unique/foreign key constraints does not (yet) work with Community Technology Preview 3.2

▪ UTF8 Not supported Like - really?

▪ T/SQL differencesKey [word] escapingException / Transaction handling differencesCount(*) vs Count_Big(*)

Page 25: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

▪ From 0 to parallel run in 60 daysAfter 60 PD’s effort we have Sybase IQ and MS SQL successfully running in parallel

▪ Expected to Go Live by mid-May Given no show-stoppers arise & stakeholders build confidence in SQL Server 2016→ Planned on … May Friday the 13th

Results of a real-life benchmark: SQL Server 2016 | Microsoft Launch Event| (c) 2016 D|ONE 25

Summary

Page 26: REAL-LIFE BENCHMARK: SQL Server 2016 - D ONE · REAL-LIFE BENCHMARK: SQL Server 2016 Apr 2016, ... SAP HANA Candidate when staying with ... Bulk load into column store oriented tables

Dr. Joonas Asikainen

[email protected] 71Zürich 8040 / Switzerland Tel: +41 44 435 10 10

Ruben Wolff

[email protected] 71Zürich 8040 / Switzerland Tel: +41 44 435 10 10