Operations 42 min read

Master Linux System Performance: Essential Monitoring Tools & Optimization Secrets

This comprehensive guide walks you through Linux system performance monitoring, covering essential tools such as top, htop, vmstat, iostat, and sar, and provides detailed explanations, command examples, scripts, and practical optimization strategies for CPU, memory, disk, and network resources.

MaGe Linux Operations
MaGe Linux Operations
MaGe Linux Operations
Master Linux System Performance: Essential Monitoring Tools & Optimization Secrets

Linux System Resource Exhaustion? Veteran Ops Performance Optimization Secrets Revealed!

1. Overview of System Performance Monitoring

1.1 Importance of Performance Monitoring

In modern IT operations, system performance monitoring is a key step to ensure service stability. Effective monitoring can:

Preventive Maintenance : Identify potential risks before problems occur.

Fast Fault Localization : Quickly pinpoint performance bottlenecks through monitoring data.

Capacity Planning : Reasonably plan resources based on historical data.

Cost Optimization : Avoid over‑provisioning and resource waste.

User Experience : Ensure application response time and availability.

1.2 Monitoring Dimensions

Linux system performance monitoring mainly focuses on the following dimensions:

CPU Performance

CPU usage, load average

User and kernel time distribution

Interrupt handling time

Context switch frequency

Memory Performance

Memory usage and available memory

Cache and buffer status

Swap activity

Memory leak detection

Disk I/O Performance

Disk read/write speed and IOPS

Disk utilization and queue length

Filesystem performance

Disk error rate

Network Performance

Network bandwidth usage

Network latency and packet loss

Connection and concurrency counts

Network error statistics

1.3 Monitoring Tool Classification

Real‑time Monitoring Tools

top, htop: real‑time process and resource monitoring

vmstat: virtual memory, process, CPU activity

netstat: network connection status

Historical Data Analysis Tools

sar: system activity reporter

atop: advanced real‑time monitoring

nmon: performance monitoring with export capability

Professional Monitoring Tools

Nagios, Zabbix: enterprise‑level monitoring

Grafana: data visualization

Prometheus: time‑series database monitoring

2. Detailed Guide to the top Command

2.1 Basic Usage

The top command is the most commonly used real‑time system monitoring tool in Linux, displaying running processes and resource usage.

Basic Syntax

top [options]

Common Options

# Basic usage
top

# Set refresh interval (seconds)
 top -d 2

# Set number of iterations
 top -n 5

# Batch mode (suitable for scripts)
 top -b

# Show processes of a specific user
 top -u username

# Show specific PIDs
 top -p 1234,5678

2.2 Interpreting the top Display

System Information Area

top - 14:25:30 up 10 days, 2:45, 3 users, load average: 0.15, 0.25, 0.20

First line explanation:

Current time: 14:25:30

Uptime: 10 days 2 hours 45 minutes

Number of logged‑in users: 3

System load averages for 1, 5, and 15 minutes

Second line explanation:

Total processes: 245

Running: 1

Sleeping: 244

Stopped: 0

Zombie: 0

Third line explanation: %us: User‑mode CPU time percentage %sy: Kernel‑mode CPU time percentage %ni: Nice‑adjusted user‑mode CPU time %id: Idle CPU time percentage %wa: I/O wait time percentage %hi: Hardware interrupt CPU time %si: Software interrupt CPU time %st: Time stolen by other virtual machines

Fourth & Fifth line explanation:

Memory and swap usage total: Total memory free: Free memory used: Used memory buff/cache: Buffers and cache avail Mem: Available memory

Process Information Area

PID USER   PR NI   VIRT   RES   SHR S %CPU %MEM   TIME+ COMMAND
 1234 root    20  0 162384  4892  3456 S  2.3  0.1   0:12.34 systemd
 5678 www     20  0 1234567 89012 45678 S  1.5  1.1   1:23.45 apache2

Field meanings: PID: Process ID USER: Process owner PR: Process priority NI: Nice value VIRT: Virtual memory size RES: Resident (physical) memory size SHR: Shared memory size S: Process state (S=sleeping, R=running, Z=zombie) %CPU: CPU usage %MEM: Memory usage TIME+: Total CPU time consumed COMMAND: Command name

2.3 Interactive Operations

h

: Help q: Quit Space: Immediate refresh k: Kill a process (requires PID) r: Change process priority f: Add/remove displayed fields o: Change field order z: Toggle color display

Sorting and Filtering

P

: Sort by CPU usage M: Sort by memory usage T: Sort by runtime N: Sort by PID u: Show processes of a specific user n: Set number of displayed processes i: Hide idle and zombie processes

2.4 Advanced Usage

Batch Mode

# Output to file
 top -b -n 1 > system_status.txt

# Show only specific processes
 top -b -n 1 -p 1234

# Monitoring script example
#!/bin/bash
while true; do
  echo "=== $(date) ===" >> monitor.log
  top -b -n 1 | head -20 >> monitor.log
  sleep 60
done

Custom Display

# Create custom configuration file
 echo "RCfile for \"top with windows\"" > ~/.toprc
 echo "Id:i, Mode_altscr=0, Mode_irixps=1" >> ~/.toprc

# Use custom configuration
 top -c ~/.toprc

3. Detailed Guide to the htop Command

3.1 Introduction to htop

htop

is an enhanced version of top, offering a friendlier interface and more features.

Installation

# Ubuntu/Debian
 sudo apt-get install htop

# CentOS/RHEL
 sudo yum install htop
 # or
 sudo dnf install htop

3.2 htop Features

Interface Advantages

Colorful display, more intuitive

Mouse support

Tree view of processes

Real‑time CPU and memory bar graphs

Horizontal scrolling to view full command lines

Functional Advantages

# Basic usage
 htop

# Show process tree
 htop -t

# Show processes of a specific user
 htop -u username

# Batch mode
 htop -b

3.3 Interactive Operations in htop

Basic Operations

F1   # Help
F2   # Setup
F3   # Search process
F4   # Filter
F5   # Toggle tree view
F6   # Sort
F7   # Decrease nice value (increase priority)
F8   # Increase nice value (decrease priority)
F9   # Kill process
F10  # Quit

Advanced Operations

Space   # Mark process
U       # Unmark all
c       # Mark process and its children
K       # Hide kernel threads
H       # Hide user threads
p       # Toggle full path display

4. Detailed Guide to the vmstat Command

4.1 Basics

vmstat

(Virtual Memory Statistics) is used to monitor virtual memory, processes, and CPU activity.

Basic Syntax

vmstat [options] [interval] [count]

Common Options

# Show overall averages since boot
 vmstat

# Show every 2 seconds, 5 times
 vmstat 2 5

# Show active and inactive memory
 vmstat -a

# Show disk statistics
 vmstat -d

# Show per‑device statistics
 vmstat -p /dev/sda1

# Show detailed statistics
 vmstat -s

# Show memory detailed statistics
 vmstat -m

4.2 Output Interpretation

procs -----------memory---------- ---swap-- -----io---- -system-- ------cpu-----
 r  b   swpd   free   buff  cache   si   so   bi   bo   in   cs us sy id wa st
 2  0     0 1234567  89012 345678   0   0   10   25  156  234  5  2 93  0  0

proc fields : r: Processes waiting for runtime b: Processes in uninterruptible sleep

memory fields (KB) : swpd: Used virtual memory free: Free memory buff: Buffer memory cache: Cached memory

swap fields : si: Swap in (KB/s) so: Swap out (KB/s)

I/O fields : bi: Blocks received from a block device (blocks/s) bo: Blocks sent to a block device (blocks/s)

system fields : in: Interrupts per second cs: Context switches per second

CPU fields : us: User‑mode CPU time sy: Kernel‑mode CPU time id: Idle CPU time wa: I/O wait st: Stolen time (virtualized environments)

5. Detailed Guide to the iostat Command

5.1 Basics

iostat

is an important tool for monitoring disk I/O performance, part of the sysstat package.

Installation

# Ubuntu/Debian
 sudo apt-get install sysstat

# CentOS/RHEL
 sudo yum install sysstat
 # or
 sudo dnf install sysstat

Basic Syntax

iostat [options] [interval] [count]

5.2 Common Options

Basic Options

# Basic display
 iostat

# Extended statistics
 iostat -x

# CPU statistics only
 iostat -c

# Disk statistics only
 iostat -d

# NFS statistics
 iostat -n

# Human‑readable format
 iostat -h

# Every 2 seconds, 5 times
 iostat -x 2 5

Advanced Options

# Specific device
 iostat -x sda

# Show all devices, including unused
 iostat -x -z

# Detailed NFS stats
 iostat -n -x

# Display in MB
 iostat -m

# Display in KB
 iostat -k

5.3 Output Interpretation

CPU Statistics

avg-cpu:  %user   %nice %system %iowait  %steal   %idle
           2.50    0.00    1.25    0.25    0.00   96.00
%user

: User‑mode CPU usage %nice: Nice‑adjusted user‑mode CPU usage %system: Kernel‑mode CPU usage %iowait: I/O wait percentage %steal: Time stolen by other VMs %idle: Idle CPU percentage

Disk Statistics

Device            r/s     w/s     rkB/s     wkB/s   rrqm/s   wrqm/s  %rrqm  %wrqm r_await w_await aqu-sz rareq-sz wareq-sz  svctm  %util
sda               1.25    2.50    50.00    100.00    0.10    0.20   7.41   7.41    8.00   12.00   0.05    40.00    40.00   4.00   1.50
r/s

: Reads per second w/s: Writes per second rkB/s: Kilobytes read per second wkB/s: Kilobytes written per second rrqm/s: Read requests merged per second wrqm/s: Write requests merged per second %rrqm, %wrqm: Merge percentages r_await, w_await: Average read/write wait time (ms) aqu-sz: Average queue length svctm: Average service time (ms) %util: Device utilization percentage

6. Other Important Monitoring Tools

6.1 sar Command

sar

(System Activity Reporter) is a powerful tool in the sysstat package for collecting and reporting system activity.

Basic Usage

# CPU usage
 sar -u 2 5

# Memory usage
 sar -r 2 5

# Disk I/O
 sar -d 2 5

# Network statistics
 sar -n DEV 2 5

# Load average
 sar -q 2 5

# Swap usage
 sar -S 2 5

Historical Data Viewing

# Today's data
 sar -u

# Specific date
 sar -u -f /var/log/sysstat/sa15

# Specific time range
 sar -u -s 09:00:00 -e 18:00:00

Data Collection Configuration

# Edit crontab
 sudo vi /etc/crontab

# Add collection tasks
 */10 * * * * root /usr/lib/sysstat/sa1
 2,12,22,32,42,52 * * * * root /usr/lib/sysstat/sa1
 59 23 * * * root /usr/lib/sysstat/sa2 -A

# Check sysstat service status
 sudo systemctl status sysstat
 sudo systemctl enable sysstat

6.2 netstat Command

netstat

displays network connections, routing tables, interface status, etc.

Basic Usage

# Show all connections
 netstat -a

# Show listening ports
 netstat -l

# Show TCP connections
 netstat -t

# Show UDP connections
 netstat -u

# Show process info
 netstat -p

# Show numeric addresses
 netstat -n

# Combined
 netstat -tulnp

Practical Examples

# Check specific port
 netstat -tulnp | grep :80

# Count connection states
 netstat -an | awk '/^tcp/ {print $6}' | sort | uniq -c

# Interface statistics
 netstat -i

# Show routing table
 netstat -r

6.3 ps Command

ps

displays information about currently running processes.

Basic Usage

# Show processes of current terminal
 ps

# Show all processes
 ps aux

# Show process tree
 ps auxf

# Show processes of a user
 ps -u username

# Show specific PID
 ps -p 1234

# Detailed view
 ps -ef

Process Analysis Script

#!/bin/bash
 echo "=== System Process Analysis $(date) ==="

 # Top 10 CPU‑intensive processes
 echo "1. Top CPU processes:"
 ps aux --sort=-%cpu | head -11

 # Top 10 memory‑intensive processes
 echo "2. Top memory processes:"
 ps aux --sort=-%mem | head -11

 # Show zombie processes
 echo "3. Zombie processes:"
 ps aux | awk '$8 ~ /^Z/ {print $2, $11}'

 # Process statistics
 echo "4. Process statistics:"
 ps aux --no-headers | wc -l | xargs echo "Total processes:"
 ps aux --no-headers | awk '$8 ~ /^Z/' | wc -l | xargs echo "Zombie processes:"

6.4 free Command

free

shows system memory usage.

Basic Usage

# Simple display
 free

# Human‑readable
 free -h

# Show in MB
 free -m

# Show in GB
 free -g

# Continuous monitoring every 2 seconds
 free -s 2

# Detailed information
 free -w

Memory Usage Analysis Script

#!/bin/bash
 echo "=== Memory Usage Analysis $(date) ==="

 # Basic memory info
 echo "1. Memory status:"
 free -h

 # Memory usage percentage
 total_mem=$(free | grep Mem | awk '{print $2}')
 used_mem=$(free | grep Mem | awk '{print $3}')
 mem_usage=$((used_mem * 100 / total_mem))
 echo "2. Memory usage: ${mem_usage}%"

 # Swap usage
 swap_total=$(free | grep Swap | awk '{print $2}')
 swap_used=$(free | grep Swap | awk '{print $3}')
 if [ $swap_total -gt 0 ]; then
   swap_usage=$((swap_used * 100 / swap_total))
   echo "3. Swap usage: ${swap_usage}%"
 else
   echo "3. No swap configured"
 fi

 # Memory usage warning
 if [ $mem_usage -gt 85 ]; then
   echo "Warning: High memory usage!"
 fi

 if [ $swap_used -gt 0 ]; then
   echo "Warning: System is using swap!"
 fi

7. Advanced Monitoring Tools

7.1 atop Command

atop

is an advanced system monitoring tool that provides more detailed information than top.

Installation

# Ubuntu/Debian
 sudo apt-get install atop

# CentOS/RHEL
 sudo yum install atop
 # or
 sudo dnf install atop

Basic Usage

# Simple display
 atop

# Refresh every 2 seconds
 atop 2

# Show disk info
 atop -d

# Show memory info
 atop -m

# Show network info
 atop -n

# Show process info
 atop -p

Log Analysis

# View historical data
 atop -r /var/log/atop/atop_20231215

# Analyze a specific time range
 atop -r /var/log/atop/atop_20231215 -b 09:00 -e 18:00

# Export data
 atop -P CPU,MEM,DSK -r /var/log/atop/atop_20231215 > analysis.txt

7.2 nmon Command

nmon

(Nigel's Monitor) is a powerful performance monitoring tool.

Installation

# Ubuntu/Debian
 sudo apt-get install nmon

# CentOS/RHEL
 sudo yum install nmon
 # or
 sudo dnf install nmon

Basic Usage

# Start nmon
 nmon

# Keyboard shortcuts inside nmon
 c   # CPU usage
 m   # Memory usage
 d   # Disk I/O
 n   # Network stats
 t   # Process info
 r   # Resource usage
 q   # Quit

Data Collection

# Collect data to a file
 nmon -f -s 30 -c 120

# Convert to Excel format
 nmon2rrd filename.nmon

7.3 dstat Command

dstat

is a versatile system resource statistics tool.

Installation

# Ubuntu/Debian
 sudo apt-get install dstat

# CentOS/RHEL
 sudo yum install dstat
 # or
 sudo dnf install dstat

Basic Usage

# Simple display
 dstat

# Show CPU, memory, disk, network
 dstat -cdmn

# Show top CPU and memory consuming processes
 dstat --top-cpu --top-mem

# Show specific disks
 dstat -d -D sda,sdb

# Show specific network interfaces
 dstat -n -N eth0,eth1

# Custom interval (every 5 seconds, 12 times)
 dstat 5 12

Plugins

# List available plugins
 dstat --list

# Use plugins
 dstat --tcp --udp
 dstat --disk-util --disk-tps
 dstat --proc-count --sys-load

8. Performance Tuning Strategies

8.1 CPU Performance Tuning

CPU Utilization Optimization

# View CPU info
 lscpu
 cat /proc/cpuinfo

# View CPU usage
 top -p 1 -n 1 | grep "Cpu(s)"
 vmstat 1 5

# Optimize CPU affinity
 taskset -c 0,1 command
 taskset -p 0x3 PID

# Adjust process priority
 nice -n 10 command
 renice -n 5 -p PID

# Enable performance governor
 echo performance > /sys/devices/system/cpu/cpu0/cpufreq/scaling_governor

Load Balancing Optimization

# View system load
 uptime
 cat /proc/loadavg

# Analyze high load causes (CPU‑bound, I/O wait, too many processes)

# Optimization strategies
# 1. Distribute CPU‑intensive tasks
# 2. Optimize I/O performance
# 3. Limit concurrent processes

8.2 Memory Performance Tuning

Memory Usage Optimization

# View detailed memory info
 cat /proc/meminfo
 free -h
 vmstat -s

# Drop caches
 echo 1 > /proc/sys/vm/drop_caches   # page cache
 echo 2 > /proc/sys/vm/drop_caches   # dentries and inodes
 echo 3 > /proc/sys/vm/drop_caches   # all caches

# Adjust swap
 swapon -s
 swapoff /swapfile
 mkswap /swapfile
 swapon /swapfile

# Tune memory allocation
 echo 10 > /proc/sys/vm/swappiness   # reduce swap usage
 echo 1 > /proc/sys/vm/overcommit_memory   # allow memory overcommit

Memory Leak Detection

# Monitor memory usage trends
 ps aux --sort=-%mem | head -10
 pmap -x PID

# Use valgrind for leak detection
 valgrind --tool=memcheck --leak-check=full ./program

# System‑level monitoring
 watch -n 1 'cat /proc/meminfo | grep -E "(MemTotal|MemFree|MemAvailable|Buffers|Cached)"'

8.3 Disk I/O Performance Tuning

Disk Performance Optimization

# View disk info
 lsblk
 fdisk -l
 df -h

# Optimize I/O scheduler
 echo deadline > /sys/block/sda/queue/scheduler
 echo noop > /sys/block/sda/queue/scheduler

# Adjust I/O priority
 ionice -c 1 -n 4 command   # real‑time
 ionice -c 2 -n 7 command   # best‑effort
 ionice -c 3 command       # idle

# Filesystem tuning (ext4 example)
 tune2fs -o journal_data_writeback /dev/sda1
 mount -o noatime,nodiratime /dev/sda1 /mount/point

# XFS example
 mount -o noatime,nodiratime,nobarrier /dev/sda1 /mount/point

RAID Performance Optimization

# Check RAID status
 cat /proc/mdstat
 mdadm --detail /dev/md0

# Optimize stripe size
 mdadm --create /dev/md0 --level=0 --raid-devices=2 --chunk=64 /dev/sda1 /dev/sdb1

# Adjust read‑ahead
 blockdev --setra 8192 /dev/sda

8.4 Network Performance Tuning

Network Configuration Optimization

# View interface status
 ip addr show
 ethtool eth0

# Adjust kernel buffers
 echo 'net.core.rmem_max = 16777216' >> /etc/sysctl.conf
 echo 'net.core.wmem_max = 16777216' >> /etc/sysctl.conf
 echo 'net.ipv4.tcp_rmem = 4096 87380 16777216' >> /etc/sysctl.conf
 echo 'net.ipv4.tcp_wmem = 4096 65536 16777216' >> /etc/sysctl.conf

# Apply changes
 sysctl -p

# Optimize TCP parameters
 echo 'net.ipv4.tcp_window_scaling = 1' >> /etc/sysctl.conf
 echo 'net.ipv4.tcp_congestion_control = cubic' >> /etc/sysctl.conf

Network Monitoring Script

#!/bin/bash
 INTERFACE="eth0"
 LOG_FILE="/var/log/network_monitor.log"

 echo "=== Network Performance Monitoring $(date) ===" >> $LOG_FILE

 # Monitor bandwidth
 sar -n DEV 1 5 | grep $INTERFACE >> $LOG_FILE

 # Monitor connections
 netstat -an | awk '/^tcp/ {print $6}' | sort | uniq -c >> $LOG_FILE

 # Monitor errors
 cat /proc/net/dev | grep $INTERFACE >> $LOG_FILE

9. Comprehensive Monitoring Scripts

9.1 System Performance Monitoring Script

#!/bin/bash
 # Comprehensive system performance monitoring script
 LOG_DIR="/var/log/performance"
 DATE=$(date +%Y%m%d_%H%M%S)

 mkdir -p $LOG_DIR

 echo "=== System Performance Report $(date) ===" > $LOG_DIR/report_$DATE.txt

 # CPU monitoring
 echo "1. CPU usage:" >> $LOG_DIR/report_$DATE.txt
 top -b -n 1 | head -5 >> $LOG_DIR/report_$DATE.txt
 vmstat 1 3 >> $LOG_DIR/report_$DATE.txt

 # Memory monitoring
 echo "2. Memory usage:" >> $LOG_DIR/report_$DATE.txt
 free -h >> $LOG_DIR/report_$DATE.txt
 vmstat -s | grep -E "(total|used|free|buffer|cache)" >> $LOG_DIR/report_$DATE.txt

 # Disk monitoring
 echo "3. Disk usage:" >> $LOG_DIR/report_$DATE.txt
 df -h >> $LOG_DIR/report_$DATE.txt
 iostat -x 1 3 >> $LOG_DIR/report_$DATE.txt

 # Network monitoring
 echo "4. Network status:" >> $LOG_DIR/report_$DATE.txt
 netstat -i >> $LOG_DIR/report_$DATE.txt
 ss -tuln >> $LOG_DIR/report_$DATE.txt

 # Process monitoring
 echo "5. Process status:" >> $LOG_DIR/report_$DATE.txt
 ps aux --sort=-%cpu | head -10 >> $LOG_DIR/report_$DATE.txt
 ps aux --sort=-%mem | head -10 >> $LOG_DIR/report_$DATE.txt

 echo "Report generated: $LOG_DIR/report_$DATE.txt"

9.2 Performance Alert Script

#!/bin/bash
 # Performance alert script
 CPU_THRESHOLD=80
 MEMORY_THRESHOLD=85
 DISK_THRESHOLD=85
 LOAD_THRESHOLD=5.0

 MAIL_TO="[email protected]"
 HOSTNAME=$(hostname)

 # CPU usage
 cpu_usage=$(top -b -n 1 | grep "Cpu(s)" | awk '{print $2}' | cut -d'%' -f1)
 if (( $(echo "$cpu_usage > $CPU_THRESHOLD" | bc -l) )); then
   echo "Warning: $HOSTNAME CPU usage high: $cpu_usage%" | mail -s "CPU Alert" $MAIL_TO
 fi

 # Memory usage
 memory_usage=$(free | grep Mem | awk '{printf "%.1f", $3*100/$2}')
 if (( $(echo "$memory_usage > $MEMORY_THRESHOLD" | bc -l) )); then
   echo "Warning: $HOSTNAME memory usage high: $memory_usage%" | mail -s "Memory Alert" $MAIL_TO
 fi

 # Disk usage (root partition)
 disk_usage=$(df -h | awk '$NF=="/" {print $5}' | sed 's/%//')
 if [ $disk_usage -gt $DISK_THRESHOLD ]; then
   echo "Warning: $HOSTNAME disk usage high: $disk_usage%" | mail -s "Disk Alert" $MAIL_TO
 fi

 # Load average
 load_avg=$(uptime | awk -F'load average:' '{print $2}' | cut -d',' -f1 | tr -d ' ')
 if (( $(echo "$load_avg > $LOAD_THRESHOLD" | bc -l) )); then
   echo "Warning: $HOSTNAME load average high: $load_avg" | mail -s "Load Alert" $MAIL_TO
 fi

10. Summary

10.1 Monitoring Skills Mastery

Core Tools : Proficient with top, htop, vmstat, iostat, sar, etc.

Metric Understanding : Deep grasp of CPU, memory, disk, network indicators.

Bottleneck Analysis : Quickly identify performance issues from monitoring data.

Monitoring System : Build a complete monitoring and alerting framework.

10.2 Tuning Skill Advancement

Targeted Optimization : Apply specific tweaks based on monitoring results.

Preventive Maintenance : Use continuous monitoring to avoid problems.

Capacity Planning : Use historical data for resource planning.

Fault Handling : Rapidly locate and resolve performance incidents.

10.3 Best‑Practice Principles

Continuous Monitoring : 24/7 monitoring system.

Data‑Driven Decisions : Base actions on real metrics.

Proactive Optimization : Regular performance tuning.

Documentation : Record monitoring and tuning processes.

Knowledge Sharing : Share insights with the team.

10.4 Advanced Learning Suggestions

Deep Dive : Study Linux kernel internals and system calls.

Tool Expansion : Learn Nagios, Zabbix, Prometheus, etc.

Automation : Integrate monitoring data into automated ops.

Performance Tuning : Explore advanced tuning techniques.

Continuous Learning : Keep up with new monitoring technologies.

By systematically learning and practicing, you can build an efficient, stable, and reliable Linux monitoring and optimization system, providing strong technical support for enterprise IT infrastructure.

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System optimizationcommand-lineShell Scripts
MaGe Linux Operations
Written by

MaGe Linux Operations

Founded in 2009, MaGe Education is a top Chinese high‑end IT training brand. Its graduates earn 12K+ RMB salaries, and the school has trained tens of thousands of students. It offers high‑pay courses in Linux cloud operations, Python full‑stack, automation, data analysis, AI, and Go high‑concurrency architecture. Thanks to quality courses and a solid reputation, it has talent partnerships with numerous internet firms.

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