Mining Pipe Industry Analysis in East Asia

Study on Mining Pipes in East Asia by Steel, Fiberglass Reinforced Plastic, and High-Density Polyethylene for Underground, Open Surface, Placer, and In-situ Mining from 2023 to 2033

Analysis of Mining Pipe Industry Covering Countries Including Analysis of China, Japan, and South Korea

Mining Pipe Sales Outlook for East Asia (2023 to 2033)

Mining pipes sales in East Asia have reached US$ 1.48 billion in 2023, according to a Fact.MR research report. The regional market is projected to expand at 7.2% CAGR and reach a value of US$ 2.97 billion by 2033-end. Increased demand for natural resources, metals, and minerals, owing to rapidly expanding economies in the region, is projected to push up the demand for mining pipes in the region.

Mining pipes are used for multiple applications, including sewage systems, materials transport, and water supply. In addition, robust economic growth in some regional countries, including South Korea, China, Japan, etc. is forecasted to lead to a rising number of industrial and construction projects.

East Asia is also well-known due to its infrastructure development projects, including energy facilities, urbanization, and transportation networks. Mining pipes play a significant role in these projects for multiple applications. Moreover, several countries in the region are concentrating on sustainability and environmental protection, which is boosting demand for specialized mining pipes to minimize environmental impacts caused because of mining operations.

Report Attributes Details
Mining Pipe Sales in East Asia (2023E) US$ 1.48 Billion
Projected Sales (2033F) US$ 2.97 Billion
Demand Growth (2023 to 2033) 7.2% CAGR
Sales in South Korea (2033F) US$ 4.1 Million
Sales of 500 to 1,000 mm Mining Pipes (2033F) US$ 2.05 Billion
Revenue Share of High-Density Polyethylene Mining Pipes (2023E) >70%
Sales of 100 to 200 Psi Mining Pipes (2023E) US$ 871.1 Million
Key Companies Profiled JFE Steel Corporation; Nippon Steel Corporation; Kubota Corporation; Sumitomo Corporation; Showa Denko K. K.; Asahi Kasei Corporation; Nitto Denko Corporation; Toray Industries, Inc.; Hyosung Corporation; Sekisui Chemical Co., Ltd.; LG Chem; POSCO; Hyundai Steel Company

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Which Determinates are Contributing to Growing Demand for Mining Pipes in East Asia?

“Increased Construction and Industrial Activities across the Region”

Robust economic growth in countries from East Asia, including South Korea, Japan, China, etc. is predicted to exert a profound influence on multiple aspects of the economy, including construction and industrial activities. An array of resources, including water as well as raw materials are required for the production process in industries.

Mining pipes play an integral part in the water supply to industrial facilities while ensuring consistent and reliable sources for numerous manufacturing processes, waste management, and cooling systems. Population growth and urbanization in regional countries are estimated to put pressure on water resources to match growing requirements for clean water and mining pipes are pivotal in the development as well as maintenance of different water supply resources.

Mining pipes are also used to transport numerous materials pivotal for industrial and construction processes. They are deployed to transfer minerals, raw materials, and similar other resources required in industrial processes. Therefore, the adoption of some advanced technologies and materials in mining pipes increases safety, efficiency, and reliability.

Country-wise Insights

Why is China a Key Market for Mining Pipe Manufacturers in the Region?

“Growing Consumption of Natural Resources and Rapid Infrastructure Development and Urbanization”

Attribute China
Market Value (2023E) US$ 1.47 Billion
Growth Rate (2023 to 2033) 7.2% CAGR
Projected Value (2033F) US$ 2.96 Billion

China is one of the most significant regional consumers of numerous natural resources, including minerals, metals, and coals. Therefore, the mining sector heavily relies on these pipes to transport numerous resources. In addition, the country is experiencing rapid infrastructure development and urbanization over the years. Therefore, the extraction and transportation of numerous materials, including metals, cement, etc., is increasing, which is predicted to boost demand for mining pipes.

Will Japan be a Lucrative Market for Suppliers of Mining Pipes?

“Growing Use of Mining Pipes in Resource Imports”

Attribute Japan
Market Value (2023E) US$ 4.2 Million
Growth Rate (2023 to 2033) 5.2% CAGR
Projected Value (2033F) US$ 7 Million

Japan is highly dependent on the import of raw materials, including fossil fuels, minerals, and metals. Although Japan does not have extensive operations in domestic mining, different industries in the country still need transportation facilities for these resources. Therefore, an increase in the demand for mining pipes is experienced to support the import as well as distribution of multiple materials.

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Category-wise Insights

Which Type of Mining Pipes are Becoming Popular in East Asia?

“High Popularity of High-Density Polyethylene Mining Pipes Due to Their Durability and Corrosion Resistance”

Attribute High-Density Polyethylene Mining Pipes
Segment Value (2023E) US$ 1.05 Billion
Growth Rate (2023 to 2033) 8.4% CAGR
Projected Value (2033F) US$ 2.36 Billion

High-density polyethylene (HDPE) mining pipes are well-known for their excellent resistance to corrosion and durability. In the mining sector, the presence of some harsh and abrasive materials can generate a critical situation to withstand corrosion. HDPE pipes are capable of handling the requirements of mining operations without any degradation over time thus making them a more reliable choice.

Why is Product Use Increasing in Open Surface Mining?

“Mining Pipes Allow Smooth Functioning of Open Surface Mining”

Attribute Open Surface Mining
Segment Value (2023E) US$ 1.34 Billion
Growth Rate (2023 to 2033) 7.4% CAGR
Projected Value (2033F) US$ 2.75 Billion

Open-pit mines are comparatively more susceptible to flooding, particularly in water-rich environments and heavy rainfall areas. Dewatering is crucial for efficient and safe mining operations. Therefore, mining pipes are widely used to transport and pump water out of pits at economical prices.

Mining pipes are deployed for the transportation of materials, including overburden (waste material), ores, etc. within the mines. With the growing size of open-pit mining, the demand for different types of mining pipes increases to handle the transportation of materials.

Competition Landscape

Prominent manufacturers of mining pipes are investing to strengthen their supply chain management systems, product development, ensuring quality control of products, etc. to gain a competitive edge.

Key market players operating in the East Asia region are JFE Steel Corporation, Nippon Steel Corporation, Kubota Corporation, Sumitomo Corporation, Showa Denko K. K., Asahi Kasei Corporation, Nitto Denko Corporation, Toray Industries, Inc., Hyosung Corporation, Sekisui Chemical Co., Ltd., LG Chem, POSCO, and Hyundai Steel Company.

Know thy Competitors

Competitive landscape highlights only certain players
Complete list available upon request

Segmentation of Mining Pipe Study in East Asia

  • By Material :

    • Steel
      • Stainless Steel
      • Carbon Steel
      • Alloy Steel
    • Fiberglass-reinforced Plastic
      • Carbon Fiber-reinforced Plastic
      • Aramid-reinforced Plastic
    • High-Density Polyethylene
  • By Pressure :

    • Below 100 Psi
    • 100 to 200 Psi
    • Above 200 Psi
  • By Pipe Size :

    • Below 100 mm
    • 100 to 500 mm
    • 501 to 1,000 mm
    • Above 1,000 mm
  • By Mining Type :

    • Underground Mining
    • Open Surface Mining
    • Placer Mining
    • In-situ Mining
  • By Application :

    • Dust Suppression
    • Heap Leaching
    • Pit Dewatering
    • Water Transportation
    • Process Slurry
    • Solution Mining
    • Processing Water
    • Mine Dewatering
    • Tailing Transportation
    • Others
  • By Country :

    • China
    • Japan
    • South Korea

Table of Content

  • 1. East Asia Industry - Executive Summary
  • 2. East Asia Industry Overview
  • 3. Industry Risks and Trends Assessment
  • 4. Industry Background and Data Points
  • 5. East Asia Industry Analysis 2018 to 2022 and Forecast, 2023 to 2033
  • 6. East Asia Industry Analysis 2018 to 2022 and Forecast 2023 to 2033, By Material
    • 6.1. Steel
    • 6.2. Fiberglass-reinforced Plastic
    • 6.3. High-Density Polyethylene
  • 7. East Asia Industry Analysis 2018 to 2022 and Forecast 2023 to 2033, By Pressure
    • 7.1. Below 100 Psi
    • 7.2. 100 to 200 Psi
    • 7.3. Above 200 Psi
  • 8. East Asia Industry Analysis 2018 to 2022 and Forecast 2023 to 2033, By Pipe Size
    • 8.1. Below 100 mm
    • 8.2. 100 to 500 mm
    • 8.3. 501 to 1,000 mm
    • 8.4. Above 1,000 mm
  • 9. East Asia Industry Analysis 2018 to 2022 and Forecast 2023 to 2033, By Mining Type
    • 9.1. Underground Mining
    • 9.2. Open Surface Mining
    • 9.3. Placer Mining
    • 9.4. In-situ Mining
  • 10. East Asia Industry Analysis 2018 to 2022 and Forecast 2023 to 2033, By Application
    • 10.1. Dust Suppression
    • 10.2. Heap Leaching
    • 10.3. Pit Dewatering
    • 10.4. Water Transportation
    • 10.5. Process Slurry
    • 10.6. Solution Mining
    • 10.7. Process Water
    • 10.8. Mine Dewatering
    • 10.9. Tailings Transportation
    • 10.10. Others
  • 11. East Asia Industry Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country
    • 11.1. China
    • 11.2. Japan
    • 11.3. South Korea
  • 12. China Industry Analysis 2018 to 2022 and Forecast 2023 to 2033
  • 13. Japan Industry Analysis 2018 to 2022 and Forecast 2023 to 2033
  • 14. South Korea Industry Analysis 2018 to 2022 and Forecast 2023 to 2033
  • 15. Industry Structure Analysis
  • 16. Competition Analysis
    • 16.1. JFE Steel Corporation
    • 16.2. Nippon Steel Corporation
    • 16.3. Kubota Corporation
    • 16.4. Sumitomo Corporation
    • 16.5. Showa Denko K. K.
    • 16.6. Asahi Kasei Corporation
    • 16.7. Nitto Denko Corporation
    • 16.8. Toray Industries, Inc.
    • 16.9. Hyosung Corporation
    • 16.10. Sekisui Chemical Co., Ltd.
    • 16.11. LG Chem
    • 16.12. POSCO
    • 16.13. Hyundai Steel Company
  • 17. Assumptions and Acronyms Used
  • 18. Research Methodology

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List Of Table

Table 01: East Asia Industry Value (US$ Mn) Analysis, by Material, 2018 to 2022

Table 02: East Asia Industry Value (US$ Mn) Analysis, by Material, 2023 to 2033

Table 03: East Asia Industry Value (US$ Mn) Opportunity Analysis, by Material, 2023 to 2033

Table 04: East Asia Industry Value (US$ Mn) Analysis, by Pressure, 2018 to 2022

Table 05: East Asia Industry Value (US$ Mn) Analysis, by Pressure, 2023 to 2033

Table 06: East Asia Industry Value (US$ Mn) Opportunity Analysis, by Pressure, 2023 to 2033

Table 07: East Asia Industry Value (US$ Mn) Analysis, by Pipe Size, 2018 to 2022

Table 08: East Asia Industry Value (US$ Mn) Analysis, by Pipe Size, 2023 to 2033

Table 09: East Asia Industry Value (US$ Mn) Opportunity Analysis, by Pipe Size, 2023 to 2033

Table 10: East Asia Industry Value (US$ Mn) Analysis, by Mining Type, 2018 to 2022

Table 11: East Asia Industry Value (US$ Mn) Analysis, by Mining Type, 2023 to 2033

Table 12: East Asia Industry Value (US$ Mn) Opportunity Mining Type, by Pipe Size, 2023 to 2033

Table 13: East Asia Industry Value (US$ Mn) Analysis, by Application, 2018 to 2022

Table 14: East Asia Industry Value (US$ Mn) Analysis, by Application, 2023 to 2033

Table 15: East Asia Industry Value (US$ Mn) Opportunity Application, by Pipe Size, 2023 to 2033

Table 16: East Asia Industry Value (US$ Mn) Analysis, by Country, 2018 to 2022

Table 17: East Asia Industry Value (US$ Mn) Analysis, by Country, 2023 to 2033

Table 18: East Asia Industry Value (US$ Mn) Opportunity Analysis, by Country, 2023 to 2033

Table 19: China Industry Value (US$ Mn) Analysis, by Material, 2018 to 2022

Table 20: China Industry Value (US$ Mn) Analysis, by Material, 2023 to 2033

Table 21: China Industry Value (US$ Mn) Opportunity Analysis, by Material, 2023 to 2033

Table 22: China Industry Value (US$ Mn) Analysis, by Pressure, 2018 to 2022

Table 23: China Industry Value (US$ Mn) Analysis, by Pressure, 2023 to 2033

Table 24: China Industry Value (US$ Mn) Opportunity Analysis, by Pressure, 2023 to 2033

Table 25: China Industry Value (US$ Mn) Analysis, by Pipe Size, 2018 to 2022

Table 26: China Industry Value (US$ Mn) Analysis, by Pipe Size, 2023 to 2033

Table 27: China Industry Value (US$ Mn) Opportunity Analysis, by Pipe Size, 2023 to 2033

Table 28: China Industry Value (US$ Mn) Analysis, by Mining Type, 2018 to 2022

Table 29: China Industry Value (US$ Mn) Analysis, by Mining Type, 2023 to 2033

Table 30: China Industry Value (US$ Mn) Opportunity Analysis, by Mining Type, 2023 to 2033

Table 31: China Industry Value (US$ Mn) Analysis, by Application, 2018 to 2022

Table 32: China Industry Value (US$ Mn) Analysis, by Application, 2023 to 2033

Table 33: China Industry Value (US$ Mn) Opportunity Analysis, by Application, 2023 to 2033

Table 34: Japan Industry Value (US$ Mn) Analysis, by Material, 2018 to 2022

Table 35: Japan Industry Value (US$ Mn) Analysis, by Material, 2023 to 2033

Table 36: Japan Industry Value (US$ Mn) Opportunity Analysis, by Material, 2023 to 2033

Table 37: Japan Industry Value (US$ Mn) Analysis, by Pressure, 2018 to 2022

Table 38: Japan Industry Value (US$ Mn) Analysis, by Pressure, 2023 to 2033

Table 39: Japan Industry Value (US$ Mn) Opportunity Analysis, by Pressure, 2023 to 2033

Table 40: Japan Industry Value (US$ Mn) Analysis, by Pipe Size, 2018 to 2022

Table 41: Japan Industry Value (US$ Mn) Analysis, by Pipe Size, 2023 to 2033

Table 42: Japan Industry Value (US$ Mn) Opportunity Analysis, by Pipe Size, 2023 to 2033

Table 43: Japan Industry Value (US$ Mn) Analysis, by Mining Type, 2018 to 2022

Table 44: Japan Industry Value (US$ Mn) Analysis, by Mining Type, 2023 to 2033

Table 45: Japan Industry Value (US$ Mn) Opportunity Analysis, by Mining Type, 2023 to 2033

Table 46: Japan Industry Value (US$ Mn) Analysis, by Application, 2018 to 2022

Table 47: Japan Industry Value (US$ Mn) Analysis, by Application, 2023 to 2033

Table 48: Japan Industry Value (US$ Mn) Opportunity Analysis, by Application, 2023 to 2033

Table 49: South Korea Industry Value (US$ Mn) Analysis, by Material, 2018 to 2022

Table 50: South Korea Industry Value (US$ Mn) Analysis, by Material, 2023 to 2033

Table 51: South Korea Industry Value (US$ Mn) Opportunity Analysis, by Material, 2023 to 2033

Table 52: South Korea Industry Value (US$ Mn) Analysis, by Pressure, 2018 to 2022

Table 53: South Korea Industry Value (US$ Mn) Analysis, by Pressure, 2023 to 2033

Table 54: South Korea Industry Value (US$ Mn) Opportunity Analysis, by Pressure, 2023 to 2033

Table 55: South Korea Industry Value (US$ Mn) Analysis, by Pipe Size, 2018 to 2022

Table 56: South Korea Industry Value (US$ Mn) Analysis, by Pipe Size, 2023 to 2033

Table 57: South Korea Industry Value (US$ Mn) Opportunity Analysis, by Pipe Size, 2023 to 2033

Table 58: South Korea Industry Value (US$ Mn) Analysis, by Mining Type, 2018 to 2022

Table 59: South Korea Industry Value (US$ Mn) Analysis, by Mining Type, 2023 to 2033

Table 60: South Korea Industry Value (US$ Mn) Opportunity Analysis, by Mining Type, 2023 to 2033

Table 61: South Korea Industry Value (US$ Mn) Analysis, by Application, 2018 to 2022

Table 62: South Korea Industry Value (US$ Mn) Analysis, by Application, 2023 to 2033

Table 63: South Korea Industry Value (US$ Mn) Opportunity Analysis, by Application, 2023 to 2033

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List Of Figures

Figure 01: East Asia Industry Value (US$ Mn) Historical Analysis, 2018 to 2022

Figure 02: East Asia Industry Value (US$ Mn) Forecast and Analysis, 2023 to 2033

Figure 03: East Asia Industry Value Y-o-Y Growth and Forecast, 2018 to 2033

Figure 04: East Asia Industry Incremental $ Opportunity, 2023 to 2033

Figure 05: East Asia Industry Share and BPS Analysis by Material, 2023 & 2033

Figure 06: East Asia Industry Y-o-Y Growth Projections by Material, 2023 to 2033

Figure 07: East Asia Industry Attractiveness Analysis by Material, 2023 to 2033

Figure 08: East Asia Industry Share and BPS Analysis by Pressure, 2023 & 2033

Figure 09: East Asia Industry Y-o-Y Growth Projections by Pressure, 2023 to 2033

Figure 10: East Asia Industry Attractiveness Analysis by Pressure, 2023 to 2033

Figure 11: East Asia Industry Share and BPS Analysis by Pipe Size, 2023 & 2033

Figure 12: East Asia Industry Y-o-Y Growth Projections by Pipe Size, 2023 to 2033

Figure 13: East Asia Industry Attractiveness Analysis by Pipe Size, 2023 to 2033

Figure 14: East Asia Industry Share and BPS Analysis by Mining Type, 2023 & 2033

Figure 15: East Asia Industry Y-o-Y Growth Projections by Mining Type, 2023 to 2033

Figure 16: East Asia Industry Attractiveness Analysis by Mining Type, 2023 to 2033

Figure 17: East Asia Industry Share and BPS Analysis by Application, 2023 & 2033

Figure 18: East Asia Industry Y-o-Y Growth Projections by Application, 2023 to 2033

Figure 19: East Asia Industry Attractiveness Analysis by Application, 2023 to 2033

Figure 20: East Asia Industry Share and BPS Analysis by Country, 2023 & 2033

Figure 21: East Asia Industry Y-o-Y Growth Projections by Country, 2023 to 2033

Figure 22: East Asia Industry Attractiveness Analysis by Country, 2023 to 2033

Figure 23: China Industry Value (US$ Mn) Historical Analysis, 2018 to 2022

Figure 24: China Industry Value (US$ Mn) Forecast and Analysis, 2023 to 2033

Figure 25: China Industry Value Y-o-Y Growth and Forecast, 2033

Figure 26: China Industry Incremental $ Opportunity, 2023 to 2033

Figure 27: China Industry Share and BPS Analysis by Material, 2023 & 2033

Figure 28: China Industry Y-o-Y Growth Projections by Material, 2023 to 2033

Figure 29: China Industry Attractiveness Analysis by Material, 2023 to 2033

Figure 30: China Industry Share and BPS Analysis by Pressure, 2023 & 2033

Figure 31: China Industry Y-o-Y Growth Projections by Pressure, 2023 to 2033

Figure 32: China Industry Attractiveness Analysis by Pressure, 2023 to 2033

Figure 33: China Industry Share and BPS Analysis by Pipe Size, 2023 & 2033

Figure 34: China Industry Y-o-Y Growth Projections by Pipe Size, 2023 to 2033

Figure 35: China Industry Attractiveness Analysis by Pipe Size, 2023 to 2033

Figure 36: China Industry Share and BPS Analysis by Mining Type, 2023 & 2033

Figure 37: China Industry Y-o-Y Growth Projections by Mining Type, 2023 to 2033

Figure 38: China Industry Attractiveness Analysis by Mining Type, 2023 to 2033

Figure 39: China Industry Share and BPS Analysis by Application, 2023 & 2033

Figure 40: China Industry Y-o-Y Growth Projections by Application, 2023 to 2033

Figure 41: China Industry Attractiveness Analysis by Application, 2023 to 2033

Figure 42: Japan Industry Value (US$ Mn) Historical Analysis, 2018 to 2022

Figure 43: Japan Industry Value (US$ Mn) Forecast and Analysis, 2023 to 2033

Figure 44: Japan Industry Value Y-o-Y Growth and Forecast, 2018 to 2033

Figure 45: Japan Industry Incremental $ Opportunity, 2023 to 2033

Figure 46: Japan Industry Share and BPS Analysis by Material, 2023 & 2033

Figure 47: Japan Industry Y-o-Y Growth Projections by Material, 2023 to 2033

Figure 48: Japan Industry Attractiveness Analysis by Material, 2023 to 2033

Figure 49: Japan Industry Share and BPS Analysis by Pressure, 2023 & 2033

Figure 50: Japan Industry Y-o-Y Growth Projections by Pressure, 2023 to 2033

Figure 51: Japan Industry Attractiveness Analysis by Pressure, 2023 to 2033

Figure 52: Japan Industry Share and BPS Analysis by Pipe Size, 2023 & 2033

Figure 53: Japan Industry Y-o-Y Growth Projections by Pipe Size, 2023 to 2033

Figure 54: Japan Industry Attractiveness Analysis by Pipe Size, 2023 to 2033

Figure 55: Japan Industry Share and BPS Analysis by Mining Type, 2023 & 2033

Figure 56: Japan Industry Y-o-Y Growth Projections by Mining Type, 2023 to 2033

Figure 57: Japan Industry Attractiveness Analysis by Mining Type, 2023 to 2033

Figure 58: Japan Industry Share and BPS Analysis by Application, 2023 & 2033

Figure 59: Japan Industry Y-o-Y Growth Projections by Application, 2023 to 2033

Figure 60: Japan Industry Attractiveness Analysis by Application, 2023 to 2033

Figure 61: South Korea Industry Value (US$ Mn) Historical Analysis, 2018 to 2022

Figure 62: South Korea Industry Value (US$ Mn) Forecast and Analysis, 2023 to 2033

Figure 63: South Korea Industry Value Y-o-Y Growth and Forecast, 2018 to 2033

Figure 64: South Korea Industry Share and BPS Analysis by Material, 2023 & 2033

Figure 65: South Korea Industry Y-o-Y Growth Projections by Material, 2023 to 2033

Figure 66: South Korea Industry Attractiveness Analysis by Material, 2023 to 2033

Figure 67: South Korea Industry Share and BPS Analysis by Pressure, 2023 & 2033

Figure 68: South Korea Industry Y-o-Y Growth Projections by Pressure, 2023 to 2033

Figure 69: South Korea Industry Attractiveness Analysis by Pressure, 2023 to 2033

Figure 70: South Korea Industry Share and BPS Analysis by Pipe Size, 2023 & 2033

Figure 71: South Korea Industry Y-o-Y Growth Projections by Pipe Size, 2023 to 2033

Figure 72: South Korea Industry Attractiveness Analysis by Pipe Size, 2023 to 2033

Figure 73: South Korea Industry Share and BPS Analysis by Mining Type, 2023 & 2033

Figure 74: South Korea Industry Y-o-Y Growth Projections by Mining Type, 2023 to 2033

Figure 75: South Korea Industry Attractiveness Analysis by Mining Type, 2023 to 2033

Figure 76: South Korea Industry Share and BPS Analysis by Application, 2023 & 2033

Figure 77: South Korea Industry Y-o-Y Growth Projections by Application, 2023 to 2033

Figure 78: South Korea Industry Attractiveness Analysis by Application, 2023 to 2033

Know thy Competitors

Competitive landscape highlights only certain players
Complete list available upon request

- FAQs -

What is the sales valuation of mining pipes in East Asia?

Sales of mining pipes in East Asia are estimated at US$ 1.48 billion in 2023.

What are the demand projections for mining pipes by 2033-end?

Revenue from the sales of mining pipes is projected to reach US$ 2.97 billion by the end of 2033.

At what CAGR are the sales of mining pipes projected to expand in East Asia?

Sales of mining pipes in East Asia are forecasted to advance at 7.2% CAGR from 2023 to 2033.

What is the predicted growth rate for the market in South Korea?

The South Korean market is projected to increase at a CAGR of 3.9% from 2023 to 2033.

What is the sales value of 500 to 1,000 mm mining pipes?

Sales of 500 to 1,000 mm mining pipes are pegged at US$ 903.1 million in 2023.

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